Northland's Dr Lance O'Sullivan has renewed a call for benefit cuts and higher taxes for parents who don't vaccinate their children.
His comments come as the number of measles cases in New Zealand approaches 1000, with some medical experts now calling the outbreak an epidemic.
As of Friday there were 938 confirmed cases in New Zealand. Of those, 474 people had not been vaccinated. Another 22 were only partly vaccinated and the vaccination status of 389 cases was unknown, according to the report from the Institute of Environmental Science and Research.
Just 53 of the people who caught measles this year had been vaccinated.
O'Sullivan told Newstalk ZB's Mike Hosking he favoured a "firmer position" on vaccinating children in New Zealand.
He agreed with the "no jab no pay" concept rolled out in Australia, where benefits would be cut if parents did not vaccinate.
But he said this was not about welfare bashing - he also wanted to see a higher tax rate brought in for non-compliance. "You've got to hit people at both ends of the spectrum."
The Northland doctor has been a fierce advocate for vaccination. In 2017 he stormed a screening of the anti-vaccination movie Vaxxed, telling the audience they were responsible for children dying.
However, then Social Development Minister Paula Bennett opted against it, saying it would breach the right to refuse medical treatment, which is enshrined in the Bill of Rights.
O'Sullivan told Hosking it was time for the "kid gloves" to come off in New Zealand.
"We have rules in the country when there's good science and evidence that a particular behaviour protects lives," he said. "An example of that is seatbelts. We have a fine if you don't wear a seatbelt because we know that before the introduction of seatbelts - circa 1970s - people died from significant head injuries."
New Zealand's leaders needed to make decisions that were "bold and courageous and sometimes not always that popular", he said.
He said 5 per cent of the country would hate him - referring to anti-vaxxers as a "bunch of haters and wreckers and scaremongers that are out there causing harm".
That sentiment had killed hundreds of children around the world, he said.
"Now what I say to antivaxxers is, 'Go live on an island'."
The Ministry of Health's director-general Ashley Bloomfield yesterday said much of New Zealand's shortfall in vaccination rates was related to vaccine hesitancy and access issues rather than being directly due to anti-vaxx sentiment.