You can't download Amazon streaming music on its app if you don't subscribe to Amazon Prime. But you can purchase and download digital Amazon songs without upgrading to it.
If you wish to download Amazon Prime music without paying, you can turn to TuneFab Amazon Music Converter which is able for every Amazon user to download Prime music to their computer for free.