Unable to fight during World War II due to a heart murmur, Blatchley was moved to Rolls-Royce Aero Design headquarters in Hucknall, Nottinghamshire, where he was responsible for the cowling for Merlin engines used in Hurricane and Spitfire fighter aircraft.
In September 1951 the Styling Office was officially formed as a separate department from the Experimental Department.