Thanks a lot for helping out Sunama.
Yes, your first two statements were correct. Since I have not done the ESC calibration, my motors were NOT spinning.
Performing ESC calibration helped and NOW all my motors are spinning.
Thanks once again for helping out.
Thank you Jeff for helping in debug the issue!!