The tree fell just before 4p.m. near Jackson and Front streets by the Embarcadero.
Paramedics pulled out one of the victims and took them to the hospital.
Another person was able to free herself.
She told ABC7 she is shaken up, but will be okay.
The San Francisco Fire Department is warning people about fast-moving winds.