You can remove these events from the calendar on your phone through the settings on your mobile device.
On the home screen of your mobile device:
1. Tap Settings
2. Tap Passwords & Accounts
3. Tap Subscribed Calendars
4. Tap the calendar to remove
5. Tap Delete Account
6. Tap Delete Account to confirm
For further assistance with this, we recommend following the steps outlined here.