I think a lot of the Village People died of AIDS, so if it was fake, they really got into their work.
Actually the only one who died of AIDS was Jacques Morali, the songwriter/producer who created the group but who didn't actually perform. The leather/biker guy died of lung cancer. Other than that, they're all still around and still playing gigs.