Bottomless Lake Spring is a spring located in Eddy County, New Mexico. It appears on the Rattlesnake Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,718.25 feet (1,133.32 m) above sea level. The nearest populated place is State Line, approximately 5.8 miles to the SW.