Elwood is a city in Madison and Tipton counties in the U.S. state of Indiana. The Madison County portion, which includes most of the city, is part of the Anderson, Indiana Metropolitan Statistical Area, while the small portion in Tipton County is part of the Kokomo, Indiana Metropolitan Statistical Area. The population was 8,614 at the 2010 census.