Update: This does not work any more. Click here for more information.
Tumblr has recently introduced Sponsored Posts. These posts can come from anyone, regardless of whether or not you follow them, and are primarily for advertising. If you want to block them, simply install Tumblr Savior and blacklist “sponsored_badge_icon” (without the quotes).