You can peel your Jerusalem artichokes if you like, however, it is not necessary. Jerusalem artichokes do not need to be peeled but they need to be scrubbed really well so that there is no soil on them. You can use the coarse side of a pot sponge to scrub your Jerusalem artichokes clean.