I think I figured it out. I just set the "Package Tare Small to Medium - added percentage:weight" to 0:0 in the configuration -> shipping/packaging. I tried it earler but for some reason the changes didn't take effect. I changed it to something else then back to 0:0 and tried again and it worked.