I now downgraded the plugins to
| the-events-calendar | active | available | 4.6.12 |
| events-calendar-pro | active | available | 4.4.24.2 |
and now it seems to work again. So it seems to be a problem with an update and custom urls.
(I kinda chose the versions at random)