In fact, the French have separate words for the stimulants in coffee and tea: caféine and théine. And if your goal is to describe the "source of stimulation" then this may be more accurate than using the same word for both coffee and tea as the stimulating effects come from a variety of components in coffee and tea (as a sibling comment points out).

Also, hi Stefan!