The woolly bear caterpillar is the larvae of the Isabella tiger moth. With its body covered in fluffy rust colored and black bands, it has the textbook characteristics of a poisonous caterpillar. Despite all its fluff, the woolly bear caterpillar is safe to handle. Some people may experience slight irritation if some of their hairs break off, but they are not poisonous.