I set all the normals on the leaves of the tree to point upward using Data Transfer. Unfortunately I forgot to deselect the trunk when I applied the Data Tranfer. There has to be some way to reset the normals on the trunk:
Edit: File upload. Not the original file because I can't give away hundreds of trees for free..
Recalculate Normals doesn't do the trick.