Oxygen has a Code Block element that allows you to write CSS, PHP, HTML, and JavaScript directly in the builder.

If you want to write a custom stylesheet, you can do so under Manage > Stylesheets in the builder.

You can also add custom CSS to individual elements at Advanced > Custom CSS in the Properties Pane.