Why is it illegal to keep an eagle feather if I found one?
It does have to do with the 10th amendment:
The powers not delegated to the United States by the Constitution, nor prohibited by it to the States, are reserved to the States respectively, or to the people.
Thank the EPA and the Endangered Species Act, [...]