Lyric discussion by ruinTHPS 

Cover art for Walls lyrics by Red Paintings, The

I think it means that the other person wants out of the relationship and doesn't love him anymore but he still does. He feels trapped because he still wants them but can't have them and can't get them out of his head. Much like indie said.