Is that a way to download all the submitted assignments at once?

Yes, there is! Click on the title of your assignment, then click on View/grade all submissions. In the upper left, you will find a menu called Grading action: choose Download all submissions and save the compressed folder (ZIP file) on your computer.

(last update: 26.06.2018)