Officials say the blaze was reported around 7 a.m. Sunday at a home in Cedar Hill.
City spokesman Corky Brown says one person was dead at the scene. Two other people died at a hospital.
Names of the victims weren't immediately released.
Investigators are trying to determine what started the fire in Cedar Hill, located about 15 miles south of Dallas.