How to Remove a Paper Label from a Plastic Prescription Bottle If the label is coming up without resistance, keep peeling it. You may be able to get the whole thing off without ever having to break out your hair dryer. Be careful not to tear the label. This could make it tough to remove in one piece. 2 Wave a hair dryer on high heat over half of the label for 30-45 seconds.