Duck debugging works. Found solution here:
- Create a new blank project inside the same folder as the other project, example:
C:/foo/projects/
- Open and close the project
- Now your other project appears in the Recent Projects in the Project Browser, as long as it is also inside
C:/foo/projects/
.