Well, I'm not sure if there's *one* word that exactly, but there're a few expressions that come to mind:
Passionné(e) de chocolat
Amoureux(se) du chocolat
I'm not quite sure, since I've never come across anyone who said that here (in Québec). We mostly just say: "J'adore le chocolat."