Anthony Cave Spring is a spring located in Greenbrier County, West Virginia. It appears on the Alvon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,171.92 feet (662.00 m) above sea level. The nearest populated place is Alvon, approximately 1.1 miles to the SSE.