The correct sentence grammatically is It's not I. But It's not me is used commonly.
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Cynthia3754I prefer to use the grammatically correct statementBoth forms are grammatically correct, but It was not I would be inappropriate in all but the most formal English. (It’s not I would be completely pointless, though.)