Why was he using them?

He used "slant rhyme" to break expectations and unsettle. Keep in mind that to almost everyone interested in English poetry at that point, poems always rhymed, always followed a specific meter. It was almost as if the conventions couldn't hold the depth and breadth of the tragedy, so he broke them.