How to Remove Labels from Glass Jars - Refresh Living Letting them sit overnight almost always works to remove even the most stubborn labels. (No need to keep replenishing with more hot water; it's okay when the water cools down to just leave it.) When you take the jars out and start to peel off the labels, some of them will peel off right away. It's almost magical.