From this day on, you can't use the old portal anymore to manage your AAD.
So I just tried some in-private windows again. Without any luck.
Then I pressed the "Restore Default settings" under "Portal Settings". And that seems to have fixed it for me. Now it works again in all the different browsers. Hopefully it keeps working for me as well!