Scheduling and managing events using Outlook.com calendar
I am having the same issue, "Spam Calendar Invites" in Outlook 365. The solution I found was to go into Outlook Options and uncheck "Automatically process meeting requests and responses to meeting requests and polls". To get there, do the following:
Mail Icon
File
Options
Mail
Scroll down to Tracking
Un-ckeck "Automatically process meeting requests and responses to meeting requests and polls"
Hope this helps.