It appears that a major climate change occurred that left that area without water.
Yes, similar things happened to all the pueblo Indians. The pueblo near Aztec, New Mexico is smaller, but has a similar timeline. They were there, then they left, at about the same time period as the Chaco culture people. One theory is that they pulled up stakes and headed east to the Rio Grande valley.