Leatherman Lake is a reservoir located in Catawba County, North Carolina. It appears on the Reepsville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 934.05 feet (284.70 m) above sea level. The nearest populated place is Plateau, approximately 0.3 miles to the NNW.