The strengthening potion as asymmetry
A single hidden advantage, a magic potion brewed only by the village druid, lets a tiny group repeatedly defeat a vastly larger and better-organized force. The power comes not from numbers or institutions but from one non-replicable resource the stronger side cannot obtain or counterfeit.