 Grandview Township was organized in the 1870s, and named for the scenic views from the Coteau des Prairies.According to the United States Census Bureau, the township has a total area of , of which of it is land and 0.03% is water.As of the census of 2000, there were 317 people, 100 households, and 80 families residing in the township.