If you are syncing with iCloud, do you see the Calendars at iCloud.com?
Go to iCloud.com using a computer and select Settings. When that page loads, look at the bottom left side under Advanced and see if you can restore from there.
How to Recover Files, Contacts, Calendars and Reminders in iCloud