IPhone – Music files showing up on iPhone, but not in iTunes library. How to get rid of them

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In iTunes, in "On This iPhone" I have all of my music files deleted, but on my iPhone in the "Music" app it shows a bunch of my old music albums and files, opening an album it has the "Download from Cloud" icon to the right, so it is not really on the iPhone.

How can I get rid of all these old albums/files cluttering my iPhone Music app? I will never want to download them from the cloud, and they are still there even after I tried restoring my phone.

Thank you.

Best Answer

Settings > music > show all music - toggle to off.