The Mormon refugees did not find a desert, they found Native Americans living in the Utah Great Basin and proceeded to steal their land and natural resources: http://www.onlinenevada.org/articles/mormons-and-native-amer...

It's not really meaningful to describe people as "rich" or "poor" in the absence of an economy.

At the time (1847), they were not the poorest people in North America.