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If this happens, the person ousted is not considered to have ever been President. The wrongful election is void. That’s the difference between quo warranto and impeachment. The law removes a legally sworn in President by impeachment for conduct while in office.
But the law removes an illegally sworn in person by the statutory Writ of Quo Warranto, regardless of conduct. I promised further research...