Went to data/system/secure_storage and deleted the folder with personalpage in the name.
Next went to data/system/users and deleted privatemode_edk_1000.
Rebooted my phone and viola it was working.
http://forum.xda-developers.com/xpos...2878708/page12 link for reference.
Running stock rom with AEL kernel.
nymikey also suggests that you should clear cache and data the force stop private mode as well.