A (physically) dirty ROM may prevent booting and may prevent getting to the point where anything is displayed on the screen, however, it is very rare (I really mean never) that it will stop the machine from powering up. That is, the hard drives spin, there is electricity flowing. The power supply has activated.

The power-on process is independent of the CPU and will operate even if one removes the CPU and the ROM.