Leatherwood Creek is a stream located in Putnam County, Indiana. It appears on the Reelsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 603.19 feet (183.85 m) above sea level. The nearest populated place is Manhattan, approximately 1.6 miles to the N.