Police are appealing for witnesses after the incident at the junction of High Street South and Crabb Street on Saturday, December 28, between 6.30pm and 7.30pm,
A 'deliberate' crash took place between a white Volkswagen Golf and a silver Land Rover Freelander.
Following the collision, three men got out of the Golf and an altercation took place between the drivers and passengers of both cars.
A police spokesman said: "The offenders are described as white, Eastern European men, about 5ft 8in and of slim build.
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"One of the men was wearing a light-coloured jacket and two of the men were wearing dark-coloured jackets. One of them was also holding a baseball bat."
Anyone with information or dashcam footage, or anyone who may have witnessed this incident, is asked to call Northamptonshire Police on 101.