Yes it seems like a power supple issue, do you ahve another PC you can remove the power supply and test it on your dell before ordering a new one ?
80% chance is power supply and 20% chance is mainboard, usually when the problem is the main board you you still be able to see the fan and hard drive spinning and you are able to open and close you CD/DVD drive