iTunes Remove Download Issue

I was trying to delete music from my iCloud so that it would stop giving me the option to download it on my iPhone. So highlighted the songs that were giving me the issues (there was a lot them) and selected remove download. I thought that it would remove the option to download from the iCloud. Now my understanding is that the files weren't even deleted to the trash bin but deleted off the computer all together. Is there anyway I can get these back?