Fullscreen was stretching the game instead of keeping the aspect ratio, so I played around with my NVIDIA control panel settings. To get it not to stretch, I went to Display -> Adjust Desktop Size and Position and I chose Scaling Mode -> Aspect Ratio and Perform scaling on GPU. Might be something to add to the readme if there is one.
I've only played a few minutes but I like the music so far!