Actually, they will work if they all get enough power.  Do you have a powered hub?  If not it will be drawing power form the power supply of the computer.  In that case you have a beefy power supply?
I have that problem right now.  My USB printer, USB mouse, and USB keyboard (with built in hub) is too much for this computer 
