Uploader comment: You can see the rather remarkable story of the name of the falls here: http://www.oconeecountry.com/stumphouse.html
It is in the same area as the Stumphouse Tunnel, although the story of the falls dates back to the story of a Cherokee woman. It is a beautiful set of falls, and a trail near the area leads down to a platform with a great view of the falls (i was on this platform when i took this picture.) You can even climb the falls, although this is very perilous. It is truly a beautiful area.