Gmail makes it easy to drag and drop attachments to your desktop or any other location.
This feature works with all supported browsers, but it is recommended to use Google Chrome. It works on both Mac & Microsoft operating systems.

You just have to click on the attachment, and then drag and drop it wherever you want and release the mouse (for large files, you may see a progress dialog).