If it does not beep, it should be:
1) Dead CPU (after overheating or something)
2) Dead motherboard (check if capacitors are not deformed)
3) Dead PSU (check voltages when powered ON using multimeter, should be +-5% of the target values). It might still produce 12v, but have dead 5v lines.