Thin asparagus does not require peeling. Asparagus with thick stems should be peeled because the stems are usually tough and stringy. Remove the tough outer skin of the bottom portion of the stem (not the tips) with a vegetable peeler. Wash asparagus under cold water to remove any sand or soil residues. It is best to cook asparagus whole.