If you are using a laptop control set, the controls may not account for your mouse. You could try mapping the inventory to keys and using those I suppose.
there are seperate settings for keyboard and mouse
make sure the mouse settings are on two buttons + wheel?
or it might be the mouse, i've noticed that some won't work well with BL, the scroll being very jerky/slow