Elmwood Farm Spring is a spring located in Jefferson County, West Virginia. It appears on the Shepherdstown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 452.05 feet (137.78 m) above sea level. The nearest populated place is Rose Hill, approximately 1.3 miles to the NW.