Yep, you tell them up front, they'll probably say that they'd still like you to interview, and you take it from there. Then everything is out in the open and there are no hard feelings. If they do freak out on you, you know with absolute confidence that you did nothing wrong and it's entirely on them.

Not that this is the interviewee's fault in any way. But being open makes it simpler.