Does the power supply led normally blink, if so you could have an issue with your graphics card or monitor, have you tried another monitor with the computer to see if that is the issue.
Otherwise I would open the case and check the RAM etc to see if it is dirty. I had a similar issue recently. Problem was solved by pulling the RAM and thoroughly cleaning the contacts and then putting it back in.