Try going into system prefs -> icloud -> and then uncheck calendar. it will give you a warning that it will delete off your computer and that it will remain on other devices. then check it back on and it should download your icloud calendar.
i had this issue as well.
another way to go about it is do the same thing on iphone if thats what you are using as well.