In 1958, Kosarev joined the Communist Party of the Soviet Union and in 1959, he began working as the secretary of the Borovsk state farm's Komsomol (Communist Youth League) and two years later became the secretary of the Party Committee at the Michurinskiy, Volodarskiy, and Chervonnyy state farms.