Nope, actually, it would be known as Leporidaed rabbit.
According to Wikipedia, Venison originally described meat of any game animal killed by hunting and was applied to any animal from the families Cervidae (true deer), "Leporidae (rabbits and hares), Suidae (wild boar) and certain species of the genus Capra (goats and ibex)
I checked.