The incident was reported around 4 p.m. near Colorado Boulevard and Sierra Bonita Avenue, according to the Pasadena Fire Department.
A portion of Colorado Boulevard between S. Bonnie and Sierra Bonita avenues was temporarily closed.
Fire officials said students at nearby Pasadena City College were also advised to stay inside. A lockdown is not in place.
The conditions of the victims was not known.