Rock Creek is a stream located in Socorro County, New Mexico. It appears on the Paraje Well USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,723.29 feet (1,439.66 m) above sea level. The nearest populated place is Paraje (historical), approximately 5.8 miles to the SE.