Go to Settings > Mail, Contacts, Calendars, scroll to the Calendars section and make sure you have the Sync set back further than you want these notes to be kept; or All Events if you never want them to go away.
This only affects the events on the iPad. If you are syncing with an online service it may also have limits to how far back your events are kept.