Be sure to click on Events from left hand menu bar in the control panel.
Find the event you wish to edit in your Live, Drafts, or Past tabs.
Click edit on the event you wish to manage. (See image)
In step 1 of edit/setup mode, scroll down to see Cancel, Save, Delete, Publish or Un-publish options. (see image)