Double check Preferences > File > Audio Data "Use Per-Project Audio Folders" is enabled.
Make sure the "Store Project Audio in its own Folder" is enabled in the New Project File dialog.
Open existing projects which have audio outside the project audio folder and use the "Save as" function with the "Copy all audio with project" enabled to create new project folders containing the audio in the proper folders.