Kuusberg was born in Reval (present-day Tallinn), and during the period of Estonia's independence worked as a construction worker. He supported the 1940 Soviet occupation of Estonia and joined the Communist Party. He participated in the German-Soviet war, first in a Soviet Destruction battalion, later in the Red Army's 8th Estonian Rifle Corps. Kuusberg served as a politruk and journalist at the front.