This tree has some character. It makes me think of magical forests and I fully expected to see a gnome or small mythological beastie pop its head around from behind it as I took the photo.
Sadly, what the tree has is gall. Something like an insect, bacteria, injury or what-have-you attacked it and changed its hormones.
