Celia Spring is a spring located in Baker County, Oregon. It appears on the Lost Basin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,958.42 feet (1,511.33 m) above sea level. The nearest populated place is Pleasant Valley, approximately 5.2 miles to the NNW.