HONG KONG—Auto sales in China collapsed in February, as the coronavirus epidemic shut factories and dealerships, and forced consumers to stay home.

Sales fell 79.1% last month from the same period a year earlier, with just 310,000 vehicles sold nationally, the government-backed China Association of Automobile Manufacturers said Thursday. The decline was the Chinese industry’s worst monthly performance in modern times.

“The...