diff --git a/databases/backends/aiopg.py b/databases/backends/aiopg.py
index 0b2a6e89..0b4d95a3 100644
--- a/databases/backends/aiopg.py
+++ b/databases/backends/aiopg.py
@@ -134,7 +134,6 @@ async def fetch_all(self, query: ClauseElement) -> typing.List[RecordInterface]:
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 for row in rows
@@ -159,7 +158,6 @@ async def fetch_one(self, query: ClauseElement) -> typing.Optional[RecordInterfa
                 metadata,
                 metadata._processors,
                 metadata._keymap,
-                Row._default_key_style,
                 row,
             )
             return Record(row, result_columns, dialect, column_maps)
@@ -202,7 +200,6 @@ async def iterate(
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 yield Record(record, result_columns, dialect, column_maps)
diff --git a/databases/backends/asyncmy.py b/databases/backends/asyncmy.py
index f224c7cc..37831313 100644
--- a/databases/backends/asyncmy.py
+++ b/databases/backends/asyncmy.py
@@ -121,7 +121,6 @@ async def fetch_all(self, query: ClauseElement) -> typing.List[RecordInterface]:
                         metadata,
                         metadata._processors,
                         metadata._keymap,
-                        Row._default_key_style,
                         row,
                     )
                     for row in rows
@@ -148,7 +147,6 @@ async def fetch_one(self, query: ClauseElement) -> typing.Optional[RecordInterfa
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 return Record(row, result_columns, dialect, column_maps)
@@ -193,7 +191,6 @@ async def iterate(
                         metadata,
                         metadata._processors,
                         metadata._keymap,
-                        Row._default_key_style,
                         row,
                     )
                     yield Record(record, result_columns, dialect, column_maps)
diff --git a/databases/backends/common/records.py b/databases/backends/common/records.py
index 77a4d8fa..1d8a2fd4 100644
--- a/databases/backends/common/records.py
+++ b/databases/backends/common/records.py
@@ -91,9 +91,10 @@ def __getitem__(self, key: typing.Any) -> typing.Any:
         the values.
         """
         if isinstance(key, int):
-            field = self._fields[key]
-            return self._mapping[field]
-        return self._mapping[key]
+            return super().__getitem__(key)
+
+        idx = self._key_to_index[key][0]
+        return super().__getitem__(idx)
 
     def keys(self):
         return self._mapping.keys()
@@ -101,12 +102,6 @@ def keys(self):
     def values(self):
         return self._mapping.values()
 
-    def __getattr__(self, name: str) -> typing.Any:
-        try:
-            return self.__getitem__(name)
-        except KeyError as e:
-            raise AttributeError(e.args[0]) from e
-
 
 def create_column_maps(
     result_columns: typing.Any,
diff --git a/databases/backends/mysql.py b/databases/backends/mysql.py
index d93b4a7f..7d65912c 100644
--- a/databases/backends/mysql.py
+++ b/databases/backends/mysql.py
@@ -120,7 +120,6 @@ async def fetch_all(self, query: ClauseElement) -> typing.List[RecordInterface]:
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 for row in rows
@@ -145,7 +144,6 @@ async def fetch_one(self, query: ClauseElement) -> typing.Optional[RecordInterfa
                 metadata,
                 metadata._processors,
                 metadata._keymap,
-                Row._default_key_style,
                 row,
             )
             return Record(row, result_columns, dialect, column_maps)
@@ -190,7 +188,6 @@ async def iterate(
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 yield Record(record, result_columns, dialect, column_maps)
diff --git a/databases/backends/sqlite.py b/databases/backends/sqlite.py
index f0732d6f..762dfb95 100644
--- a/databases/backends/sqlite.py
+++ b/databases/backends/sqlite.py
@@ -87,7 +87,6 @@ async def fetch_all(self, query: ClauseElement) -> typing.List[Record]:
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 for row in rows
@@ -109,7 +108,6 @@ async def fetch_one(self, query: ClauseElement) -> typing.Optional[Record]:
                 metadata,
                 metadata._processors,
                 metadata._keymap,
-                Row._default_key_style,
                 row,
             )
             return Record(row, result_columns, dialect, column_maps)
@@ -143,7 +141,6 @@ async def iterate(
                     metadata,
                     metadata._processors,
                     metadata._keymap,
-                    Row._default_key_style,
                     row,
                 )
                 yield Record(record, result_columns, dialect, column_maps)