Driver Keavey Terrell Lyons, 21, is accused of felony eluding, possession of a stolen vehicle and possession of methamphetamine.
His passenger, Mary Jacqueline Powers, is also charged with being in possession of a stolen vehicle.
They are both being held in the Warren County Jail without bail pending a court appearance Monday morning.
As first reported on Vicksburg Daily News last night, the chase began on 61 North and went onto Oak Ridge road, Culkin road and back to 61 North where the car headed south to Clay. The chase then turned toward the city on Clay. The suspects were apprehended shortly thereafter on Clay street.