Ruby Falls, An Underground Waterfall in Tennessee By Kaushik Tuesday, March 18, 2014 North America, Travel 5 comments Approximately 1,120 feet below ground within the heart of Lookout Mountain near Chattanooga, Tennessee, lies the United States’ tallest and deepest waterfall. Named Ruby Falls, after the founder’s wife, the waterfall is located at the end of the main passage..