Rice Branch is a stream located in Rains County, Texas. It appears on the Emory North USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 444.78 feet (135.57 m) above sea level. The nearest populated place is Richland, approximately 1.3 miles to the ENE.