1) Disconnect the cables from the speakers and turn their gain all the way up. Noise? Yes, then self noise from internal amplifier. No, go to step 2.
2) Turn gain down on speakers, plug in cable but leave other end disconnected. Turn gain all the way up. Noise? Yes: cable is suspect. No: noise being generated by mixer. Check gain structure.