So here is the answer.
I am really thankful to ICap for helping out all through the troublshooting.
I fixed followings and then rich results started appearing:
For some of the pages, the image URL was incorrect.
Fixed this rule for the FAQ markup "If you have FAQ content that is repetitive on your site (meaning, the same question and answer ...