Leatherwood Cove is a valley located in Haywood County, North Carolina. It appears on the Clyde USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,542.39 feet (774.92 m) above sea level. The nearest populated place is Lake Junaluska, approximately 0.4 miles to the SE.