I'd say the fact that I eat what I decide to eat and don't shit blood is a pretty solid indicator that I know what food is.
One of my best friends is highly allergic to iodine. If she eats shellfish she will die. I guess all shellfish is not food because she cannot eat it.
Sucks you can't eat it, but it is still food whether you can or not.