Hi,
Maybe it is a sync issue. Are you using online or cached mode in Outlook desktop client?
If you are using cached, try switching to Online, restarting Outlook and test it out then.
Also, make sure you have the right calendar selected if you have multiple calendars added to your profile.
Kind regards,
Domagoj Novak