You will be pushing that weak PSU pretty hard. Hard enough for it to prematurely fail based on your components.
If your CPU was a Dual Core, then I'd say you would be okay.
Most of the times when a PSU fails, the rest of the system should be fine. It's that "sometimes" you really need to be careful about.