The Aztecs were the dominant civilization in Mexico before the Spanish conquest. The Azteca horse breed is a relatively new breed developed in Mexico, specifically in the state of Jalisco.
Let me know if you have any other horse breed questions!
What breed of horse has a name awfully similar to the first Mexican civilization?
The horse breed you're thinking of is the Azteca.