The original architect Raymond Almirall had designed a domed, four-story Beaux-Arts building, similar in style to the adjacent Brooklyn Museum. Escalating costs and political infighting slowed construction throughout the decade. Because of World War I and the Great Depression, Almirall's building was never completed except for the Flatbush Avenue wing, which was finished in 1929.