Why isn’t chocolate considered a vegetable, if chocolate comes from cocoa beans, and all beans are a vegetable?

Quite the philosophy.

No, sorry. Cocoa trees grow cocoa pods, and in the pods are cocoa seeds. And seeds are not vegetables.

Science aside:

Coz chocolate tastes good.

Because it's better than vegetables. xD