Rock Spring is a spring located in Hardin County, Tennessee. It appears on the Milledgeville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 403.56 feet (123.01 m) above sea level. The nearest populated place is Box Elder, approximately 0.5 miles to the S.