 Handling the stems and foliage can cause a skin rash if the skin is exposed to sunlight after handling.The parsnip is a biennial plant with a rosette of roughly hairy leaves that have a pungent odor when crushed.Parsnips are grown for their fleshy, edible, cream-colored taproots.