I had this problem and contacted the retailer (overclockers uk). I got a replacement card which is much quieter, but still has a little whine at really high fps.
This is unfortunately a characteristic of the GPU and I dont think there's a huge amount we can do. If it really bugs you and it pretty loud, get a RMA and you'll probably get a better one.