You don't need access to the production desktops be be able to control them using Control Room. In fact, in production the expectation is that access to the resource pcs is extreamly secure and restricted. As a side note - don't use RDP for connecting to resources, ever - our guides are strong on that, it is not the correct technology to use for RPA.