Horse Branch is a stream located in Lenoir County, North Carolina. It appears on the Deep Run USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 67.13 feet (20.46 m) above sea level. The nearest populated place is Deep Run, approximately 1.5 miles to the WSW.