The Crawley crew was called to the scene near Buchan Country Park, Crawley, at 5.49am.
A spokesman for West Sussex Fire and Rescue said: “Police believe they were stolen and driven to the road and set alight.”
Firefighters used a hose reel to put out the buggies which were totally destroyed by fire.