Yes, turnips need to be peeled before roasting. The skin on a turnip generally is tough, bitter, and often times coated in wax to protect it during shipping. However, turnips can be very difficult to peel, and some people find it easier to simply slice off the skin using a sharp paring knife versus using a vegetable peeler.