To answer my own question, you have to provide the Screenshot and Review Notes in the Review Information for the In-App purchase to be eligible for preview. Once I filled both these fields, I was able to add them for Review. My mistake was that I didn't understand that these fields were mandatory.
Topic:
App & System Services
SubTopic:
StoreKit
Tags: