How to Remove Water Bottle Labels - bottleyourbrand.com Soaking the bottle in warm water will loosen the adhesive. Do not soak for longer than five minutes as this could cause the bottle to shrink or buckle (Some people find it helpful to use a bathtub for this step!) Remove the old label by peeling it off the bottle. Water bottle labels generally only have adhesive in a strip at the back of the bottle.