Got solution from SO question.
Just restating from that :
- Launch Application Loader and started submitting.
- When it gets to the Authenticating with the iTunes Store,
- Launch Organiser from Xcode and select Distribution over archiver in Xcode and start uploading .ipa file.
This will work. Look at more answers on same question.