Desoldering depends on whether you need to keep the old devices, or just replace them. If you just need to replace them cut the component body off, and then you can heat one pin at a time and pull it out. Clean up the solder left in the hole later.
Do you have a solder "sucker" (vacuum removal tool)? Are you using copper braid wick? If you are using copper braid then putting some liquid flux on the braid will help the solder start wicking up the braid, especially if the solder is a little old and has an oxide layer on top. If you are using a solder sucker then cutting the component body off allows the pump to be on one side of the PCB, you can heat from the other side, and then suck out the solder while it is still molten. When you have to melt the solder with the iron, then quickly move the iron out of the way to get the pump on and suck out the solder, the solder will solidify just a bit when you move the iron away so isn't quite as effective.