Adrian was born at Hampstead, London, to Alfred Douglas Adrian, legal adviser to the Local Government Board, and Flora Lavinia Barton. He attended Westminster School and studied Natural Sciences at Trinity College, Cambridge, graduating in 1911 and in 1913, he was elected to a Fellowship of Trinity College on account of his research into the "all or none" law of nerves.