Hi Isabelle,
Thank you for sharing your question. I understand how frustrating that when calendar events pop up from junk email, especially if you don’t accept them. It's a pain when spam messes with your calendar.
Based on my knowledge this happens because Outlook has an Events from Email thing that scans your emails for events like reservations or appointments and puts them on your calendar even from the junk folder. It's on by default for some senders and events.
To stop it, you can turn off Events from Email in Outlook on the web:
Go to Outlook on the web.
Click the Settings (gear icon) at the top right.
Select View all Outlook settings.
Go to Calendar > Events from email.
Uncheck Automatically add events from email to my calendar or turn off specific event types.
This stops Outlook from adding events from any email, including junk stuff.
May I also ask to have you messed with these settings yet? Need a hand finding them?
I hope this answer is helpful, if you have any questions, feel free to reply.
Best Regards,
Noel