Thanks Mr Fixit. I did check the outlet and it works fine.
The transformer was warm to the touch so I figured it is working. But upon voltage output test, it was spitting 0 volts. I took it to HD, batteries Plus and Radio Shack. All three outlets said they don't carry this type of transformer. It is rated at 24 V 650mA. The universal Rain Bird at HD was rated at 26.5 V.
I ended up buying a new controller for about $70. It does not have all the gizmos but good enough for 4 zones.