Oh, duh, right. My bad.
Okay I deleted the .mbl file. Now when I open Music Bee I get a message saying my library was corrupted and it has been loaded from the last saved backup. Looks like it recreates the .mbl file.
Is there a backup somewhere I need to delete as well?