The fire happened shortly after 9 p.m. Tuesday at Pacifica Senior Living on Skylyn Drive.
Firefighters said the fire started after a resident fell asleep while cooking.
Investigators will look into the lack of a working smoke detector in the unit.
Drayton, Whitney, Converse, city of Spartanburg and Glendale fire crews responded to the scene.