parthophile

Psychiatry (also parthenophile) - a person who is strongly attracted to young women and/or girls - especially mid-to-late adolescent virgins. Origin: Greek, "parthenos" (virgin, maiden, girl).

It turns out the guy across the street is a parthophile after all. Once he found out I wasn't a virgin, he started freaking out.