Configuring preferences and options in Outlook.com
>> I just found a spam box and deleted that.
Was it named Spam ? If its not called Junk Email or you are not using an Outlook.com mailbox, it's a different issue.
If it is an outlook.com address, the junk mail filters broke - we're waiting on a fix.