Okay, I fixed it, although it was all a bit sketchy.
First I thought, maybe my eclipse was to old, but getting a new one didn't help. Then I completely reinstalled Eclipse and Forge, which did help, but created new problems. You somehow couldn't start minecraft server (you need to accept an EULA which isn't there) and the Client only starts, when you first click on the project root folder)