You'll see Download All on the far left.

Click Download All to get all attachments at once.

Please note: Occasionally, you may not see the Download All link above a message with multiple attachments. Sometimes the manner in which an individual file is named prevents it from being grouped together with other files. In these cases, you'll need to download attachments one by one.