Hi Milo,
I decided to downgrade my wordpress version to 3.4.2. for the time being, It works. It saves my time to find out the cause.
For others, if you want to downgrade, I use the steps from etuts.org/manually-downgrade-wordpress/, and make sure that you back up all your files and database
Many thanks!