power management

I am having this unusual behavior in my PC. When I start My PC, after it not being connected to Power supply for more than 1 or more hours, it doesn't boot! -The start sound is there (normal boot sound) But only red LED is lit. The green LED doesnt lights. -Monitor screen is like not connected...