From the member view, ("My Club" tab in the Clubhouse), you can tap on any member's name or information to get a pop-up box of options:

Use the "Promote" button to make that member the new Leader, or the "Remove" button to eject a member from your Club:

Note that Club Points from ejected members do NOT count toward the Club Leaderboard at the end of the week!