You can delete events that you created and/or have permissions to edit. On the Events tab, click the event you want to delete. This will open up the event details popup. Click the Delete link at the bottom of this screen.
Note: If this is a recurring event, you will get a popup asking if you want to delete “Only This Event” or “This and Following Events”.