There were some problems with the latest WordPress upgrade. Well it did not have anything to do with WordPress but with the FTP uploader I used (Filezilla). I did not upload all of the files which made that the visual editor did not work. Fixed it!
WordPress upgrade problems
It seemed a lot of people had a simular problem.