I second the suggestion to try the PSP Charger -- it's the quickest way to see if the problem is the charger or the unit itself. That'll let you decide what the best course is. I expect that if it's just the charger, it'd be less trouble and expense to just buy a PSP charger of your own, compared to exchanging the Reader one.
I hope that's the problem.