Anchovies.
I know there are people out there that like them. I know I'm not alone. But, at a party, suggest anchovies on pizza. See what happens. Granted, I love anchovies all by themselves, or on toast, in a salad, whatever. They're delicious, I love 'em, but most people don't like them.