It also depends on what type of food it is.
Cheeto = Yes
Gold Nugget Bubble Gum = No
This is by far one of the nastiest things I've tasted. It doesn't really matter what type of floor it is dropped on. You could drop it in dog crap and it wouldn't hurt the taste... in fact, it might even make it taste a little better.