Catpen Branch is a stream located in Madison County, North Carolina. It appears on the Lemon Gap USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,644.36 feet (806.00 m) above sea level. The nearest populated place is Ebbs Mill, approximately 0.2 miles to the ESE.