Can I run a query for just attachment posts?

I'm running some custom network queries on my site using network_query_posts. If the post_type is set to 'post' it works fine, but if I set it to 'attachment' it doesn't seem to work. I've set the indexer to include attachment posts, and I can see the attachment posts in the network table.

Any idea why this would happen?