The Subaru was eventually dumped on Gower Rd after it came to a halt due to mechanical issues.
The driver, described as a Caucasian man in his mid to late 40s, managed to flee on foot but his passenger was arrested.
He had since been released without charge.
Cherry said the driver's actions were a concern given weather conditions were wet at the time.
"We're concerned for this driver and other road users in poor weather and it presented a risk to himself and other road users."
Anyone with information about the man's whereabouts is urged to phone Hamilton police on 07 858 6200.