Said it before, and I'll say it again. The industrial conglomerate of Johnson & Johnson can't come up with a way to stop the label coming off a Baby Oil bottle. If it's a problem for them, it's good news for you.
Doesn't work on everything, but I've only been defeated once.
ps. No need for a hairdryer.