Because the Constitution by inference leaves the determination of whether they meet the qualifications to the Electoral College? I'm fine with your idea, but it would require at minimum a new law, and possibly an amendment.
The Constitution says they must be a US citizen. It would make sense to have to prove it in order to run for President.