Remove the relay and connect the LED cathodes to ground.
Connect a 4.7K resistor between pins 9, 10, 11 and ground, one resistor on each pin.
Add this code in setup
digitalWrite (LED_R, LOW);
digitalWrite (LED_G, LOW);
digitalWrite (LED_B, LOW);
Place it right after the pinMode statements for those pins