Do you need a passport to go to California?

No because both cities are in the USA

Yes, because Canada is between the two places, so if you drive you will need a passport to cross the border between Canada and the states. There are some other forms of ID that can be used to cross the borders between the US and Canada. They are issued by the US Government, and may be a bit easier to get then a passport, but still require prior planning.