How do you remove labels from prescription bottles? | Hometalk Try a litte Eucalyptus oil on a cloth and rub the label.If it is a coated label try a scraper to lift sides.Then pull as much as possible off,then rub with Eucalyptus oil.Good luck Marti on Jan 29, 2017 A product called "Un-Glue" I use it on my DIY mixed media. Comes off in a couple of seconds. Walmart and Amazon sells it. Takes only a drop or two.