To start - it is too damn hot.   
The place is brown, dirty, and full of freaks.   
I guess it is not necessarily what it is - but what Phoenix lacks.   Trees, mountains, green grass, water...... 
I also have family still living there.  It is great to visit at Christmas and wear t-shirts & shorts.