While serving in a Field Ambulance unit with New Zealand forces in the Middle East during World War II, Blandford contracted a severe rheumatic disease.[3] He married Barbara Paterson McLeod in Roslyn, Dunedin, in January 1946.[5] He died aged 41 in an Auckland hospital in December 1954, survived by his wife and two young children.[3]