This vid helps fix Remote Desktop Connection has stopped working when connecting your PC to some remote system.
If you do not want to use some printer on the network or remote system, try this: From the Remote Desktop Connection window, click on Show Options, click on Local Resources tab, and uncheck Printers on Local Devices and Resources.