My first solution was that I put a line in my rc.local to load it.
My second solution was that I then created an entry in the modprobe.preload. I left it like this.
I looked for some good documentation on the new modprobe.conf file format and also on modprobe.preload. Anybody know of a link that descibes all the possible modprobe.* files and their formats?