Chelsea Lake is a reservoir located in Taylor County, Wisconsin. It appears on the Westboro USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,532.15 feet (467.00 m) above sea level. The nearest populated place is Chelsea, approximately 1.2 miles to the SSE.