If you are 18 years of age, then you have the legal authority to make your own choices, and your Father cannot force you to stay.
If you are over 18 your father has no legal authority to prevent you from leaving. He might have some moral authority and some wisdom to impart, but you have the legal right to make your own mistakes.
The response given is not intended to create, nor does it create an ongoing duty to respond to questions. The response does not form an attorney-client relationship, nor is it intended to be anything other than the educated opinion of the author. It should not be relied upon as legal advice. The response given is based upon the limited facts provided by the person asking the question. To the extent additional or different facts exist, the response might possibly change. Attorney is licensed to practice law only in the State of California. Responses are based solely on California law unless stated otherwise.