One speaker could be out of phase with the other. If this happens the system will behave as you describe. To see if this is the case, simply reverse the connections on the back of one speaker only. Play a track with good bass in it before and after- if this was the problem, the bass will be improved after the change.
This is a very common thing to have happen!!