Hanover Beach is an unincorporated community in Hanover Township, Jefferson County, Indiana. Hanover Beach is a riverfront community …Hanover Beach is an unincorporated community in Hanover Township, Jefferson County, Indiana. Hanover Beach is a riverfront community near Hanover, Indiana, hence the name.