Burnett's parents were Andrew Burnett and Catherine Burnett from Strathnaver in the Scottish Highlands, with the locality named after the river of the same name. His parents arrived in Canterbury, New Zealand in 1861 and proceeded to the Mackenzie Basin. In May 1864, they selected the Mount Cook Station, so named after the adjacent mountain, and developed it into a sheep station.