Leatherman Creek is a stream located in Putnam County, Indiana. It appears on the Clinton Falls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 667.21 feet (203.37 m) above sea level. The nearest populated place is Brunerstown, approximately 3.1 miles to the WSW.