The background does not dynamically change, as that would have an impact on all the rest of the board, but you can change the default settings if you more typically want to have a dark board. Ioa provided steps for that in this post, as well as a sample board with a nice colour theme you could check out (the post is for the Mac version, but the instructions are the same on Windows):