So the mystery deepens.
I called the main Oryx Hotel and asked for the number for the Garden Hotel. My call was transferred to the reception deck very promptly. Spoke to the receptionist at the Garden Hotel and he told me that rooms were not available to book as “Qatar Airways have booked them all and are using them”.