If there is never anything in your Junk mail, I'd suspect that you have not set the Preferences in Mail to look for junk mail.
With nothing other than that, my actual Inbox on the Mac stays very clear.
On the PC, in the music room, Mailwasher does a great job.
Cheers
Dave