The Phra Ram emergency radio centre was alerted to the fire, near Wat Sommanas on Soi Nakhon Sawan 3, at 7.31am.
Fire crews took about 20 minutes to put out the blaze that severely damaged the houses.
Police said they are still investigating the cause of the fire.