Police ended up abandoning the chase due to the dangerous manner of Taylor's driving.
However, Taylor was found by another police patrol on Rangitikei Line, Newbury, and the chase began again, with Taylor speeding away at about 160-170km/h.
He remained about 2km ahead of police throughout the chase, driving at speeds between 160 and 180km/h.
Taylor travelled towards the Feilding township and ran over road spikes police had laid near an intersection, Mr Butler said.
His deflating tyres did not stop him, though, as he continued at 170km/h in an 80km/h zone.
Smoke began blowing from the vehicle and the tyres eventually came off the rims.
Taylor continued driving for "several hundred metres" until he could not drive any further, Mr Butler said.
Taylor, who had a female passenger, was found to have 1g of cannabis in his vehicle.
Having led police on a 35.56km chase, he then claimed it was "illegal" for police to chase him when he was going that fast.
He said he had no warrant or registration and did not want a ticket.
Taylor told police he "didn't care he had been caught" and thought he would only get charged with failing to stop for police.
Instead, Taylor found himself pleading guilty to two counts of failing to stop, three counts of dangerous driving, and one count of possessing cannabis.
He was remanded on bail until September 3 for sentencing.