Rock Spring is a spring located in Wheeler County, Oregon. It appears on the Toney Butte USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,170.51 feet (1,271.17 m) above sea level. The nearest populated place is Waldron (historical), approximately 5.3 miles to the N.