The Pokemon Company wanted to expand a forgotten spectrum of types: Ghost, Dark, Psychic, Fighting, and Bug. They realized that there were too many Grass, Ground, and Water types, so they wanted to create a much larger balance this Generation.
However, I for one, would've appreciated more Fire-types, rather than Dark...