Well they are known to contain dihydrogen monoxide, which is lethal to inhale in relatively small quantities.

There are harmful chemicals in some vegetables. Solanine in potatoes, for example. Not enough to be dangerous though unless you ingest a truly remarkable volume of potato skin. The dose makes the poison, as they say.