Two Easy Ways To Remove Jar Labels - Mom On Timeout First Method: Olive Oil Olive Oil is my favorite method because it's eco-friendly and is super easy. Pour a couple drops of oil onto a paper towel and rub at the remaining residue from the label. Keep rubbing until all residue is gone. This should only take a minute or two. Make sure to wash your jar afterward to get the oil off.