The incident happened around 11:45 p.m. Friday night at 76th and State Street, Illinois State Police said.
The driver hit the trooper, drove off, later hitting two other cars before catching fire, police said.
No one in custody, at the moment the alleged offender has fled, officials said.
The trooper was treated and released from the hospital with non-life threatening injuries, police said.