Thank you, Johan Kronberg for pointing me to the right direction. Here it is in case anyone is struggling to find out why it's not working.
In my web.config I had to add the group I created to be allowed authorization in the following line:
<allow roles="WebEditors, WebAdmins, Administrators"/>