We do not fall into or out of love.  Love is not some magical hole in the ground you just stumble into.  We choose to love.  We work at it.  It takes effort.  So yes, you may stop loving someone, but it is not because some spark or feeling has mysteriously died.  It is because you didn’t care enough to keep it going.  You let it die.