I don't know: I've never tried. However, I suggest something different.
Instead of desoldering them, take a VERY thin blade (razor blade perhaps) and push it under the capacitor, gently. Only put pressure on it when it reaches one of the two wires under the capacitor. Then, cut the legs. Then, pull off the capacitor and lay it sideways next to the two wire nubs, glue it down with hotglue, and use a very short section of wire to join the capacitor to the nubs on the board. I hope that made sense. You just have to be very careful to not cut any traces. Besides that, however, I believe this method would be easier and (maybe) safer. But, somebody who knows more about electonics and confirm this. Good luck!
- Greg