Aww! I hope you get the tape off the little guy!
I second either one of JLC's ideas, but especially the soaking one. BP's aren't huge fans of having their heads touched (at least not mine!), so it might be pretty difficult to get one to hold still long enough to apply the oil.
Good luck!