In the Draft Agenda click on the Action Items List and un-tick the Action Items completed since.
Reminder: You can still remove action items from the agenda in the Published state. Just remember to click on Republish to update and follow the steps. (see Editing a Published Agenda)
Note: If you do not wish them shown in your Minutes follow the same step in your Draft Minutes.