If the construction was not completed when you bought the property, GST shall apply.
Who will be issuing invoices to you? If invoices are from land owner, make the GST payment to the owner. Make sure you take proper invoices where GST is charged.
According to my understanding, the flat from the land owner was just part of his share and never registered. So it's same as buying from the builder.