The California Highway Patrol says the incident happened just before 7 a.m. near the Date Palm Drive exit in Cathedral City.
A semitrailer appears to have lost control and swerved straight into the center divider before crashing into oncoming traffic.
Two people died in the crash, according to CHP.
No further details were immediately known.
The cause of the crash is under investigation.