McLarty was born in Pinjarra, Western Australia, the youngest of seven children of Edward McLarty, a farmer and grazier and member of the Western Australian Legislative Council, and his wife Mary Jane, née Campbell.
After the war, McLarty returned to farming at Pinjarra and married Violet Olive Margaret Herron on 25 October 1922.