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

Quite the philosophy.

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

Science aside:

Coz chocolate tastes good.

Because it's better than vegetables. xD