Tunnels were very much used, generally to put explosives under defenses so the territory could be easily taken after the defenders were killed.

They weren't reliable though, because tunnel collapse was always a major risk, and defense in depth meant the enemy could pull back and make a new line of defense quicker than a massive tunnel could be made.