Cave Creek is a stream located in Sierra County, New Mexico. It appears on the Bell Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,245.44 feet (1,598.81 m) above sea level. The nearest populated place is Hillsboro, approximately 8.1 miles to the S.