Patterson attempted to secure the Republican nomination for Governor in 1922, coming in a distant third in the primary in a six-man race. Despite this poor showing, Patterson had strong ties with the party's old guard. He won the Chairmanship of the Oregon State Republican Party Central Committee in 1924, going on to chair Calvin Coolidge's Presidential campaign in Oregon.