Located near Beech Mountain, Banner Elk and the small town of Elk Park is the impressive Elk River Falls (formerly called Big Falls) in Pisgah National Forest. This 50-ft. North Carolina mountain waterfall cascades over a rock cliff and into a picturesque oval pool.