Emails being marekd as spam -

For the last 3 weeks almost all of my incoming emails on live-mail are being marked as "SPAM", even some from my safe senders list.  They arrive in the inbox, however, not in the spam folder!

I do not have AVG.  I use Avast.

Please advise me how to stop this.  Thank you.