Officers say the driver veered off the road and into some trees.
All three reportedly were students at Grandview High School.
One student died at the scene and another died at a local hospital, according to the Tri-City Herald. Their names have not been released.
A third student is being treated at a hospital.
Grandview is west of the Tri-Cities in south-central Washington.