Don't know what type of lights you have, but if they are like mine and are turned on independently of each other, I would check the voltage to be sure they are being supplied with 12 volts.
Did anyone install a dimmer on those lights? Though I have never heard of this being an issue with a DC dimmer, it can occur in an AC circuit with a dimmer that is incompatible with LED lights.