Thanks @yanta. I have made further tests.
If you select to not see the ads in future, the Campaign-IDs still gets fetched from there, but the advertisements does not gets shown.
You can see this on your own if you open up the browser's developer tools on the Startpage (by pressing Ctrl + Shift + C), switch to 'Network' tab and reload the page with F5.