They drove a Honda into the side of a building at Belmont and Calaveras.
Right above them there was painted sign that read "The Exit".
The driver was likely surprised to find that the "exit" was actually a brick wall.
Police say officers tried to pull the driver over around 1 a.m. Monday morning.
The driver refused to stop and lost control of his car.
The driver and a passenger tried to run but were quickly arrested.