How to Remove Labels From Jars With Barely Any Work Put the empty jar into the oven and heat the oven to 350 degrees until the bottles are hot (about 10 minutes or so). Remove the jar from the oven very carefully. The labels should peel right off. Put the labels on wax paper or plastic wrap. to keep them from resticking to something else. Creative Uses for Old Jars After You Remove the Label