It was my mistake, but posting the answer for anyone else's future reference.

Follow as mentioned in here https://developers.facebook.com/docs/graph-api/reference/whats-app-business-account/subscribed_apps/ to subscribe the with the WABA.

I got the issue resolved by doing the same.