Deleted contacts will not change the open/click rates of campaigns. Their actions will still count toward the overall percentage for each report.
Contacts that are deleted can still show in the specific reports (Clicks/Opens/etc.) but will not show on the Contacts overview page.
To learn how to delete contacts click here.