Rice Branch is a stream located in Madison County, North Carolina. It appears on the Marshall USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,927.12 feet (587.39 m) above sea level. The nearest populated place is Walnut, approximately 1.6 miles to the W.