This can be done by disabling the Event Reminder autoresponder in the event using the following steps:
  1. Navigate to Content > Events > Event List tab
  2. Search for the event and click Edit. 
  3. Click Customize Autoresponders
  4. Next to Event Reminder, click Disable
  5. Click Next to save your changes