From Wikipedia: " it is possible that the area was called "Buffalo" as a result of French fur traders and American Indians having called the creek "Beau Fleuve," or "Beautiful River," in French"
Now, we've got our own local Redskins "controversy" ...
They are bison, but buffalo do not have antlers. Deer & moose have antlers, both bison & buffalo have horns.