Considering their past history of colonisation, it would have only made sense for them to join the Scramble, so why did they not?
I wrote an answer to this question not too long ago.
In brief, the Dutch decided their African possessions were too expensive to maintain, and chose to focus on Indonesia and the Caribbean instead.