A balanced line consists of three connections: earth or ground and a positive and negative version of the signal being transmitted. This allows any noise picked up on the line to be cancelled out at the receiving end by subtracting the positive from the negative signal to end up with twice the signal and no common-mode noise.
Balanced lines also typically run at low impedance (that is, high current to voltage ratio) to reduce further the risk of interference.