 According to the United States Census Bureau, the village has a total area of , all land.Chippewa Lake took its name from the Ojibwe tribe of Native Americans.In the 1880s, Oscar Townsend and the Cleveland, Lorain, & Wheeling Railroad developed a prosperous vacation resort, eventually called Chippewa Lake Park, on the banks of Chippewa Lake.