MIDI is just instructions, not audio. If you want to record your MIDI keyboard's actual sounds, you'll need to take audio out of the keyboard, not MIDI. If you want to use your MIDI keyboard to play other sounds, you'll need to specifiy, in Reaper, which sounds you want it to play, presumably a VSTi synth.
More info required for full diagnosis.... what are you trying to do, exactly?