Can I change the Calendar Sharing rules?

Only admins can alter the sharing rules for events as well as define custom sharing rules. You can change the event visibility to Private by going to Settings > Sharing Rules > Events.
To know more about Sharing Rules, click here.

To know more about the Calendar page, click here.