Shevchenko was born in the town of Horlivka, eastern Ukrainian SSR, but when he was five years old his family moved to Yevpatoria, a resort town in Crimea on the Black Sea, where his physician father was the administrator of a tuberculosis sanatorium.
Shevchenko graduated from high school in 1949 and in the same year was admitted to Moscow State Institute of International Relations.