Washers for M3 screws
Try Home Depot/Lowes (and actually go to their store). They've started to carry a fair amount of metric machine screws/washers, and you might be able to find it there. Mind you, Lowes is far cheaper for metric screw/washer needs though, than Home Depot.
Offtopic: Your signature, OP, is utterly brilliant.