This is going to be self-answered question. This issue is wasting days and whole weeks of developer time.
See the screenshots below to see what the problem is. Apple developer forum doesn't provide you any answers.
The issue is:
Apple App Store shows no screenshots because of App Store's web interface issue. When you try to upload new screenshots it does not let you do that. It throws a STATE_ERROR with a message of 'Screenshots already exists!'.