Circuit to tune multicolor LED colors with a variable knob (rheostat?)
In general you'd need three knobs to set the three LED light levels.  You could make a one turn knob potentiometer, read the voltage, and turn the voltage into some combo of LED's with a look up table.  But it will most certainly involve programming and PWM.