Have a search through the old posts on this site. This question comes up often.
The short of it is you need to add CSS to your site to style code blocks. If you inspect the code block in the final HTML you’ll see that it’s wrapping elements in different classes.
What’s missing is the CSS that applies colors to them. Search around for Rouge CSS themes or Pygments CSS themes. They’re interchangeable.