I ignore and cut the interview short in a subtle way, then ask HR to reject the candidate.

I'm not cold blooded enough to joke about this hahahaha

I do tend to give immediate feedback to most candidates, but I try to make it strictly technical and very matter-of-fact. A suspicion of cheating is not really something that I'd give feedback on. :/