In order for your new font selection to remain the default each time you open a new Google Doc, you need to save it.
- Go to Paragraph styles.
- Select Options.
- Choose Save as my default style.
Now, your default font will be your new font whenever you start a new Google Doc. You can also change the default fonts the same way for various headings, as well.