No need to send any notice to your husband before leaving him.
Once you reach your parents place, propose the idea of mutual divorce before your husband. Incase he's not ready for mutual divorce, file a case of contested divorce against him on the ground of mental cruelty. You have sufficient ground to obtain divorce from him. You also have the option of preferring a complaint under domestic violence act against him.