Rock Springs Branch is a stream located in Putnam County, Tennessee. It appears on the Buffalo Valley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 493.07 feet (150.29 m) above sea level. The nearest populated place is Caney Fork, approximately 0.4 miles to the SSE.