The story
A reference to the truce by the Cree and the Dane-zaa (Beaver) peoples that made the river (then named Unchagah) the boundary between the conflicting First Nations. The town is originally named Peace River Crossing, after the river.
Etymology from Wiktionary, CC BY-SA 4.0.