You can download tracks once you have signed in to your SoundCloud account by clicking on the download button beneath the waveform: 

Please note: Not all tracks are downloadable. If you don't see a download button, it means the user who uploaded it did not intend for it to be downloadable. Additionally, only individual tracks can be downloaded and playlists as a whole are not available.