Jerusalem artichokes can be enjoyed both peeled and unpeeled. For the purpose of this pickled Jerusalem Artichokes Recipe, you can do either. Personally, I only peel the areas that are either dark or knotty. If you plan on eating them unpeeled, be sure to scrub them thoroughly with a potato scrub brush.