TFS invalid package feed permission

For a customer I recently set up an on premise package feed. I left everything default, added the feed to a Nuget Publish task and pressed release. The release failed!

After checking that the agent performing the release is actually part of the Project Collection Build Service group. Looking at the feed permissions I…