Some laptops need a battery installed, they will not run direct from the mains adaptor. So it is possible it is still just a dead battery. The fact the adaptor light is flashing makes it unlikely to be an internal PC/CPU/HDD etc fault.
What make & model it the laptop, and how old is the battery?