This is a potential problem with a Video card that does not have enough memory. The requirement for Rhino is 4GB, but this card has 1GB. Having more then one monitor running also will make this much more difficult.
Does the desktop computer only have a the build in Intel video or is there a larger AMD or NVidia card in it?