The correct versions are "It's he", "It's she", "It's we" and "It's I." Whenever the verb is a form of "to be" (be, am, is, are, was, were, been), the predicate is subjective.
That's standard English. Most speakers of the language, however, would use the incorrect version in conversation. ...