Superintendent of police Manoj Ratan Choutey said a group of suspected Maoists set the vehicles on fire near bauxite mine site under Kisko police station area yesterday.
Non-payment of levy seems to be the reason behind the incident, he said, adding, that a police team have rushed to the spot to investigate the matter.
Some of the trucks were laden with minerals, he said.