deleting content adds undesired <br/>

When I delete the content text on the fckeditor, it generates a <br/> on the source ().

Do you know if there is a way to get rid of it by configuration? This way I shouldnt review my php pages to make "<br/>" equivalent to Null or "".

Thank you