 McPhee was born in Yan Yean, Victoria in 1878, the son of Scottish shopkeeper Donald McPhee and his Victorian-born wife Elizabeth McLaughlin.He was educated in state schools until the age of 14 and then spent some time working on the family farm.He then undertook a printing apprenticeship, and worked at a newspaper in Bairnsdale, where he learned reporting, compositing and typesetting.