Although of longstanding Scottish stock on both his father's and mother's side, Keith Guthrie was born and brought up in London where his father, Charles James Guthrie, pursued a career with the Westminster Bank.
After attending Dulwich College, Guthrie went up to Cambridge University in 1925, winning the Eric Evan Spicer scholarship to Trinity College.