McClure ran for the open U.S. Senate seat (Class II) in 1972, vacated by the retirement of Len Jordan.
In 1981, McClure joined Republican colleagues Jesse Helms of North Carolina and fellow Idaho senator Steve Symms in an unsuccessful fight to return to a purchase requirement for participation in the food stamp program.