The CPU is the processor, not the whole tower. The problem is somewhere in the tower. The most likely suspects are: bad power supply unit, bad motherboard or failed procesor, in that order.
What are the specifics of the machine, make and model, processor, na,e and wattage on the power supply unit itself, how old etc.