The Argonauts declined Owen's offer to stay on as full-time head coach for 1960, but retained him as a scout and advisor before he moved to the CFL's Calgary Stampeders on August 23, 1960 as interim head coach, but as in Toronto Owen was replaced at the end of the season. On December 29 of the same year, he was named head coach of the Saskatchewan Roughriders, a CFL team that had won just once in 1960. Owen's 1961 team nearly reached the playoffs, then did so the following year and was voted CFL Coach of the Year. But after suffering a heart attack late in 1962, he resigned on January 6, 1963.