It happened after 1:30 on Tuesday morning near Shields and Polk.
Fire crews arrived to find one semi engulfed in flames, a second partially burned, and a third rig with minor damage.
Firefighters were able to put the flames out quickly.
No one was in the semis, and no one was hurt.