No, you do not need to peel the rhubarb. I keep it simple and simply chop up the stems into 1/2" pieces with a sharp knife. Sometimes I do run into a few strings that need peeled off, but that's about it. Just be sure to discard the leaves, as rhubarb leaves are highly poisonous!