Infantry Lake is a lake located in Vernon County, Louisiana. It appears on the Simpson South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 338.20 feet (103.08 m) above sea level. The nearest populated place is North Fort Polk, approximately 4.6 miles to the W.