After 7 years, will the late payments be erased from my credit report? Will that change my credit score?

My husband has late payments on his credit report dating back to 2001 (before I knew him he was a broke college student). I have heard that after 7 years they will be erased? Will that help his credit score? There has not been any late payments for over 2 years.