Attachments are downloaded when you open or save them, not in advance, which keeps data use, battery and storage down. There is no setting to pre-download them.
The related setting you can change is Auto Download Messages up to, under Settings | Global Settings | Offline Storage — but that governs how much of the message body is fetched ahead of time, not its attachments. See Offline Storage.
