I assume that Animal Kingdom is the one not too far from the British Embassy (just off the roundabout/underpass).
Even in the 1980's/90's attempts were made to have it closed down because of the conditions in which the animals were kept.
I understood in those times that they had some very sophisticated animals available in Qatar. Big cats, crocodiles and other such creatures. I don't know if that's still the case.