When do you start throwing away the previous owners mail?

I've been in my house for 2.5 years and I still get their mail. I've been giving it back to the postman with a note that says they no longer live here, only to have the same letter show up the next day. I get something for them 2 or 3 times a week, can I just throw it away now?