@kgeyst -As per document, you need to add the both permission.
Calendars.Read, Calendars.ReadWrite.

permission.png

Could you please add it and check it once?

Let us know if you have any query.

Ref. Doc:-List events - Microsoft Graph v1.0 | Microsoft Docs

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