I finally figured out how to switch default "save contact" from phone to my gmail account.(Take back up of your contacts before doing anything)
I have S3 and Note 2 with the latest android
Go to
1) settings
2) Application Manager
3) all
4) scroll down to contacts
5) Clear data
exit, exit, exit...