It’s a dry heat

What does this phrase mean anyway?  I mean.. i was in Phoenix for about a week.. and the temprature was hot according to the weather man but.. it didn’t feel hot.  It felt COOLER actually there than it does at home.  I could so live there.  But- the lack of rain kind of bothers me.  I mean.. i like rain.  I’l miss rain