Sulphur Spring is a spring located in Decatur County, Tennessee. It appears on the Perryville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 397.10 feet (121.04 m) above sea level. The nearest populated place is Mount Lebanon, approximately 0.3 miles to the SSW.