Better handling of NPE in parser when referencing invalid schema

[zhuangheihei]

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To close #10321

[wing328]

@zhuangheihei thanks for the PR, which has been merged into the master.

[zhuangheihei]

Thank you @wing328 so much for taking the time to review the PR and merge it!