if you are going to consume a large amount of parsnips then you should peel them. parsnips contain a group of natural toxins called furocoumarins which can cause stomach aches if consumed in large quantities. these toxins are concentrated on the surface of the parsnip so peeling them will help reduce the toxin levels.