Here is the solution to it.
https://blogs.digitss.com/wordpress/wordpress-2-8-auto-upgrade-and-problem-with-wysiwyg-editor/
Actually WordPress auto-upgrade just missed out the wp-tinymce.js.gz file under “wp-includes\js\tinymce” and it has caused all the problem.