As per income tax law seller has to pay the tax on higher of stamp duty or consideration received. In your case, your seller is indirectly reimbursing that tax amount from you.
Moreover as per law, if the buyer gets the property lower than stamp duty valuation then the difference between stamp duty and actual consideration will be considered as income for buyer also.