Rock Spring Branch is a stream located in Rutherford County, Tennessee. It appears on the Smyrna USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 544.62 feet (166.00 m) above sea level. The nearest populated place is Loafers Corner, approximately 0.5 miles to the W.