Rock Spring is a spring located in McNairy County, Tennessee. It appears on the Purdy USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 534.52 feet (162.92 m) above sea level. The nearest populated place is Purdy, approximately 2.9 miles to the NNW.