 The population was 2,322 at the 2010 census.Spencer is the home of the annual West Virginia Black Walnut Festival.Points of interest include Charles Fork Lake, Chrystal Water and Power Company-Spencer Water and Ice Company, the McIntosh Mansion, and the Robey Theatre.