Why do you have to eat something when you take medicine or vitamins?

I’ve never understood why we have to eat when we take medicine in tablet form, or even vitamins for that matter.
Why do we get nauseous? For example, this morning, I took a vitamin with coffee, and I didn’t eat anything, and now my stomach feels all upset. I don’t feel like eating anything in the mornings, so why do I feel this way?