Remove payment information from iOS
Finally got it.

As per @duci9y it takes approximately 3 days to complete transaction.
Since my transaction wasn't complete, apple was forcing me to put my credit card details. When I put my credit card details the appropriate amount was deducted and then the option "none" was visible.