Geek is someone that has a special interest that goes up and beyond what is usual [1]. So a tree geek is someone that knows a lot about trees. Or there was a typo that was supposed to be "true" but I'm sure you know this already :-)

[1] https://en.wikipedia.org/wiki/Geek