Berg was born in Brooklyn, New York, the son of Sarah Brodsky, a homemaker, and Harry Berg, a clothing manufacturer. Berg graduated from Abraham Lincoln High School in 1943, received his Bachelor of Science degree in biochemistry from Penn State University in 1948 and Ph.D. in biochemistry from Case Western Reserve University in 1952. He is a member of the Beta Sigma Rho fraternity (now Beta Sigma Beta).