Balderstone attended Scotch College, Melbourne. After leaving school he served in the Royal Australian Navy during the Second World War from 1940 to 1945. He was serving on HMAS "Kanimbla" in Sydney Harbour on the night that Japanese midget submarines attacked. After the war he embarked on a career in the rural sector and business.