The cheapest food that I know of, that is actually not completely junk, is spaghetti. I make the sauce myself, which makes it extremely cheap (tomato sauce + olive oil + some herbs) and the spaghetti themselves are cheap as well. Don't know the exact price, but it's hard to undercut.