Rankin was born on 28 July 1908 in South Brisbane, Queensland. She was the older of two daughters born to Annabelle Davidson Rankin (née Thomson) and Colin Dunlop Wilson Rankin. Her father, born in Scotland, was a sugar grower and Boer War veteran who served in the Queensland Legislative Assembly (1905–1918).[1]