Sulphur Spring Branch is a stream located in Decatur County, Tennessee. It appears on the Perryville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 368.53 feet (112.33 m) above sea level. The nearest populated place is Mount Lebanon, approximately 1.0 miles to the W.