A tunnel itself is just wrapping packets inside an outer packet as the payload of the outer packet. If the link which the tunnel packets cross is losing traffic, having a tunnel is no better than not having a tunnel. The problem could be exacerbated because packets may need to be fragmented because of the smaller MTU on the tunnel, and loss of any packet fragment is loss of the entire packet.