Arenosa Spring is a spring located in De Baca County, New Mexico. It appears on the Windmill Draw USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,077.87 feet (1,242.93 m) above sea level. The nearest populated place is Fort Sumner, approximately 4.3 miles to the SE.