Kelley Mountain is a summit located in Randolph County, West Virginia. It appears on the Elkins USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,169.56 feet (966.08 m) above sea level. The nearest populated place is Lumber (historical), approximately 0.9 miles to the ENE.