Pearson was born in Newtonbrook in the township of York, Ontario (now a part of Toronto), the son of Annie Sarah (née Bowles) and Edwin Arthur Pearson, a Methodist (later United Church of Canada) minister.
Pearson graduated from Hamilton Collegiate Institute in Hamilton, Ontario, in 1913 at the age of 16.