No injuries were reported in the incident, which occurred yesterday the day of the Bahrain Grand Prix auto race finale.
The Adliya area where the fire happened is popular with foreign visitors but is not near the site of the Formula One race.
The Interior Ministry said on its official Twitter account that it is investigating.
Some radical anti-government factions in Bahrain have been deploying relatively small bombs that have occasionally resulted in deaths.