drupal 7.34 cannot rearrange form component and others
Very lucky...., 
I found the answer to solve the problem (related to missing misc/jquery.cookie.js) from  this discussion https://www.drupal.org/node/1052372

To solve that: Configuration > Development, enable Aggregrate Javasript file



Now it just works perfectly as in the previous versions. Thanks Drupal developers.