I had these same symptoms with a fresh install of WordPress 3.2. I checked my PHP (5.3.6) error log and noticed ‘PHP Fatal error: Call to undefined function json_encode()’.
Solution: Install and enable JSON extension for PHP.
As a side note, I have WordPress 3.14 running on an almost identical server with the PHP JSON extension disabled. No issues there.