Raw or unripe elderberries contain cyanogenic glycosides that cause severe stomach upset and diarrhea. You need to cook them thoroughly or use commercial syrups and cordials that have been properly processed. Cooked elderberry jam or the berries in a hot drink are perfectly safe and delicious.