Is it possible to counter the "Hit and Run" tactic used by the Dungeon faction?

What should you do if a Dark Elf attacks the main hero with invisible units, disrupts the hero's troops with chaos magic, and retreats, then gathers all their forces and attacks again?

Any suggestions (preferably for each faction)?