The California Highway Patrol says Moises Castillo was speeding when he ran a stop sign at Southern Pacific and Commerce Avenues around 10:30 p.m. Sunday.
His truck crashed into a Honda Civic, killing a 20-year-old woman and a three-year-old girl.
Authorities say Castillo ran from the scene.
Officers later found and arrested him on several charges.