I wouldn't worry too much, I've had power supplies fail on me before.
They were really cheap ones, $20, ended up having bad smells and eventually failing.
In your situation, I'd only get a new one if you can afford it. Until then, just don't leave your computer unattended if you're actually worried.
I only go for known brands now though