Cave Canyon is a valley located in Eddy County, New Mexico. It appears on the Gunsight Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,773.78 feet (1,759.85 m) above sea level. The nearest populated place is Queen, approximately 5.1 miles to the NNW.