Leatherwood Creek is a stream located in Dickson County, Tennessee. It appears on the Harpeth Valley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 418.10 feet (127.44 m) above sea level. The nearest populated place is Griffintown, approximately 1.6 miles to the N.