Elephant Spring is a spring located in Socorro County, New Mexico. It appears on the Magdalena USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 7,296.98 feet (2,224.12 m) above sea level. The nearest populated place is Kelly, approximately 1.5 miles to the NNE.