I've had this happen on a temporary basis - during the times I had a crush on someone, or was fantasizing about someone, I found it very natural to pickup romance novels, even ones that weren't classics or generally highly regarded in the genre. As soon as I stopped having said feelings, my desire to read romance also vanished.