Red Rock Creek is a stream located in Reno County, Kansas. It appears on the Castleton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,457.23 feet (444.16 m) above sea level. The nearest populated place is Castleton, approximately 1.0 miles to the E.