Caldwell Branch is a stream located in Madison County, North Carolina. It appears on the Spring Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,109.58 feet (643.00 m) above sea level. The nearest populated place is Spring Creek, approximately 0.2 miles to the SW.