Why do all new messages in Yahoo Mail go directly to the trash folder?

Somehow you have set it up to do that. Go into your mail and the settings. You will find several options on how you want your mail to be treated. Click on the setting you want to the folder you want it to go to. From that point on it shouldn't go to trash/spam.