Someone took my vehicle without my permission and got into an accident. Also was at fault. Am I going to be held accountable for damage done ?

Since the car was taken without your permission, your insurance company has a basis to refuse to pay for any damage or loss caused by the unauthorized driver. You need to make sure that you have reported the incident to your own insurance company.  You should discuss with your insurance company whether you should file criminal charges against the unauthorized driver.