Mount Kephart is named after Horace Kephart, an author and early proponent of establishing a national park in the Smokies. The mountain was called Mount Collins until the USGS gave it its current name in 1931, reshifting the name Mount Collins to the peak between Clingmans Dome and Newfound Gap. Before the 1880s, Mount Kephart was known by various local names.