Leatherwood Branch is a stream located in Haywood County, North Carolina. It appears on the Waterville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,608.41 feet (490.24 m) above sea level. The nearest populated place is Mount Sterling, approximately 0.4 miles to the N.