The outburst came as the kingdom faced steep losses over a drop in visitors from China, where the virus has killed more than 600 people and prompted sweeping travel restrictions.
Mr Anutin was distributing masks at the Siam skytrain station entrance and complained that “farang” tourists did not take them and acted as if they “don’t care.”
“These kinds of people, we should kick them out of Thailand,” he told reporters, waving a handful of masks in the air.
Mr Anutin did not respond to additional requests for comment but posted an apology on his Facebook page for “losing it” after “some foreigners from Europe” were uncooperative in the mask campaign.
More than 10 million Chinese tourists visited Thailand last year but the industry projects about 2 million fewer arrivals in 2020 because of the coronavirus, making US, European and other markets more vital.
Debates over the efficacy of masks have bounced around the internet since the contagion first emerged in the Chinese city of Wuhan last month.
Since then it has spread to more than two dozen countries and infected over 30,000, mostly within mainland China. As of today, 638 people have been confirmed dead.
Health experts generally agree masks are useful if you have respiratory symptoms or are caring for patients.
But the World Health Organization’s own Thailand office tweeted a graphic on Feb 4 stating masks are “not needed for general public who do not have respiratory symptoms.”
The WHO has advised people to wash their hands regularly and avoid touching their face.
Tourism accounts for 18% of Thailand’s gross domestic product and Chinese holidaymakers make up a quarter of total arrivals.
Thailand has detected 25 coronavirus cases and nine of those patients have recovered, while streets, public transport and shopping centres have filled with people wearing face masks.