Howdy!
Over at BrightestYoungThings they have joined forces with Burger Days to feature Burgers I'd Like to Bang, or BILB for short.
As far as I can tell, there isn't a single word that would replace Food Fetish, but trofímo̱nphilia would come close, and some people like Sitophilia.