The suspect poured gasoline around the booth at the station's Lincoln Road exit, and then set it on fire.
A woman working inside was in the booth escaped and put out the flames with a fire extinguisher.
She was taken to Methodist Hospital for smoke inhalation. She was also being treated for trauma.
The station serves the B and Q lines. Service was not affected.
A description of the suspect was not immediately available.