This feature is available from build 0.5.142. Now you can generate Scaladoc html documentation for the entire project or custom scope from the IntelliJ IDEA.
To use it, select “Generate Scaladoc” from Tools menu. Then you will see configuration dialog:
After choosing output directory you can press OK and get documentation for your project.