Police spokesman Jorn Lasse Refnes says the truck caught fire 3.5 kilometers into the tunnel, Gudvangatunnelen, in a district east of Bergen.
He said it is unclear how seriously injured the people taken for medical care were, and that many had suffered due to smoke inhalation.
Gudvangatunnelen is 11.4 kilometers long and is in the western part of the country.