Sabin was born Albert Saperstein on August 26, 1906 in Białystok, Russian Empire (now Poland). He was of Jewish descent. He was raised in New York City, New York and in Paterson, New Jersey. He became a naturalized citizen of the United States in 1930 and changed his last name to Sabin. Sabin studied at Paterson High School and at New York University. 