No, you do not need to peel rhubarb - the skin of rhubarb is edible and quite nutrient-dense, so it's typically left on when using rhubarb in recipes. However, it's important to trim off any leaves, as they're toxic if consumed, though the stalks can be chopped and used as directed in your recipe without the need for peeling.