Yes, the PSU should power on regardless of whether or not a load was applied.
Have you checked the voltage switch, usually a recessed red rectangle near where the AC cable comes into the PSU? If you're in the USA, the 220V setting (or similar) will not work, and it needs to be switched with a screwdriver to 115V (or similar, within 10V).