Hello Kevin M, thanks for posting this in our community.
These kinds of phishing events may contain malicious links or deceptive messages and often appear without any user action.
To report and block senders, right-click the event and choose Report as Junk or Report as Phishing. This helps Microsoft improve its spam filters. You can also block the sender by going to Tools, then Junk Email Preferences, and selecting the Blocked Senders tab.
You can also create a rule to move suspicious calendar invites to Junk before they reach your calendar. In Outlook Web, go to Settings, then Mail, then Rules. Click Add a new rule. Set the condition to Type equals Invitation, and the action to Move to Junk Email folder. Save the rule. This filters out spammy invites before they populate your calendar.
Hope this helps.
Kind regards,
John Oli