I prefer to plant in late fall since it gives the tree plenty of time to establish a good root system before the heat of summer but as long as you keep watering it during the summer it should do fine.
Atlantic Avenue Garden is having a sale on flowering trees and shrubs this weekend! 25% off! http://www.atlanticavenuegarden.com/ Scroll to the bottom and look under Special Promotions.