I would use at least 47uF or 100uF 400V capacitor for this purpose, yeah the supply may oscillate little bit longer after disconnecting, but it's much more stable DC that way. Little bit redo the PCB to fit the much larger capacitor is inevitable, so why not to go for keeps.
Cheers.