Cannot Delete Calendar Events for Deleted Contacts

Hello! Help, please! Birthday and Anniversary events remain on my calendar for deleted contacts and I cannot delete them within the calendar. These events are not on my iCloud Calendar, Google Calendar, or Google Contacts. I've restarted my phone, but the events are still on my calendar. How can I remove these events?