I had problems with TinyMCE Advanced. I struggled with this for a while. Finally discovered a simple solution – Use Shortcodes!
Place this code into functions.php and enter [br] wherever you want a br tag to appear.
add_shortcode("br", "br_tag");
function br_tag(){
return("<br/>");
}