Two different things — know which you want.
Open the per-Q page.
At the bottom.
Leave — you stop seeing the Q, but it keeps existing for the others. You can be re-invited.
Delete — removes the Q entirely. Admin only. This removes all events, members, and children for the Q. Not undoable.