Leatherwood Creek is a stream located in Giles County, Tennessee. It appears on the Tarpley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 648.60 feet (197.69 m) above sea level. The nearest populated place is Aymett Town, approximately 1.6 miles to the N.