If anyone is still looking how to fix this I just worked it out.
You have to go to your email app
Settings
Hit the email account your events are saved to
Scroll down to 'Period to sync calendar' mine was automatically on 2 weeks
Change it to all calendar
Close calendar app and open again
HUZZAH