Each item on your Task list has a checkbox to the left of it. Check this box and click the "Delete" or "Marked as Done" button to update your list. At any time, you can check off as many items as you need.

Note that "Marked as Done" might not actually be removed from your calendar, but, depending on your Preferences settings, completed items might be hidden from your calendar view.