Bang Rakam police were notified of the accident at 2.50am and rushed to the scene with volunteer rescuers.
They found 10 injured passengers at the spot. The ten were taken to Naresuan University Hospital and Pitsanuvej Hospital.
The police were questioning driver Suriyan Kajai, 44.
The driver reportedly lost control of his vehicle before it crashed into the tree.