One method, recommended by craft supply company Avery, involves a quick trip to the store for acetone-based nail polish remover, a bottle of rubbing alcohol, lighter fluid, or cheap vodka. Let the part of the jar with the label soak in the solution of your choice for 15 minutes, then scrub away the last of it with a sponge.