I've always been a fan of potatoes. It is damn hard to make a bad potato, they can be fried; baked, or mashed, and I've come to like the taste of it with or without seasoning/butter. 

As far as restaurants, I prefer KFC. 


As an aside, given how vaguely 'food' can be defined. I'd like to elect whiskey as my real favorite if applicable.