In my opinion, the difference amount is taxable in the hands of receiver, as he is getting immovable property for inadequate consideration.
Also, the exemption of rural land as a capital asset is a standalone section, we can't assume that it is also applicable on taxability under IFOS(getting immovable property for low consideration).