I don't know anything specific about asking a refund. But it's pretty normal for airlines to drop their prices closer to the date of departure. You can either pay the normal price and book in advance, or you can wait for the cheaper price, but run the risk of there being no seats available when you try to book.
Sorry, I know that's not particularly helpful. Maybe go the US airport and they might be able to issue refunds on QR's behalf??