The fire started just after 3 p.m. at an apartment complex near Nees and Ingram.
The Fresno Fire Department says a woman and two juveniles were taken to a local hospital for smoke inhalation.
All three of their conditions are currently unknown.
Officials believe a candle in a bedroom sparked the flames.
Firefighters quickly put out the fire, limiting damage to the apartment.