After some debuggings with Firebug I saw that my new install had some HTTP 500 errors:
- wp-include/js/tinymce/tiny_mce_gzip.php and
- wp-include/js/tinymce/tiny_mce_config.php
Chmod-ding (775) the two files resoved the problem for me (wp version 2.2.2).