Before storing, remove any leaves from the rhubarb stalks and discard. Rhubarb stalks can be stored in the refrigerator for 5 to 7 days, unwashed and sealed in an air tight plastic bag or tightly wrapped in plastic. It is best to store fresh rhubarb in whole stalks because cut or diced pieces will dry out more quickly. Trim just before using.