Genn was born at 144 Kyverdale Road, Stamford Hill, Hackney, London, the son of Woolfe (William) Genn, a jewellery salesman, and Rachel Genn (née Asserson).
Genn attended the City of London School and studied law at St Catharine's College, Cambridge, qualifying as a barrister in 1928.