are they connected to the same HOST router? I recommend trying to connect them in the same room on the same power outlet or a different one in the same room first, see if they will connect. Then once they are connected in the same room, them move them into there final connection place.
Possible that your power outlets are on different circuits or something could be interfering with them communicating with each other.