If you find a mode and palette you like, press C to keep that combination. This is on by default, and this tells the visualizer to change mode and palette at random.
If you choose View > Visualizer, you’ll see that you can choose from several different plug-ins. If that’s all the visualizer did, it would be pretty cool, but it gets a lot better.