Leather Hole Branch is a stream located in DeKalb County, Alabama. It appears on the Grove Oak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 875.56 feet (266.87 m) above sea level. The nearest populated place is Pendergrass (historical), approximately 1.0 miles to the W.