Chain was born in Berlin, the son of Margarete (née Eisner) and Michael Chain, who was a chemist and industrialist dealing in chemical products. His family was Jewish. His father emigrated from Russia to study chemistry abroad and his mother was from Berlin. In 1930, he received his degree in chemistry from Friedrich Wilhelm University. He left Nazi Germany and worked at universities and laboratories in England.