West Point (formerly, Indian Gulch and Westpoint) is a census-designated place (CDP) in Calaveras County, California, in the United States. As of the 2010 United States Census, West Point's population was 674, down from 746 as of the 2000 census. The town is registered as California Historical Landmark #268. There is an annual West Point Lumberjack Days festival in the community. Walton's Mountain Winery & Vineyard is West Point's First Winery that opened in 2006.