The solution is to open BgInfo, and load your .bgi file.
Click on the Background button.
Mine was set to Copy user’s wallpaper settings, which I assume is the default.
Change that to ‘Use these settings’ and set your preferred background up.
Click OK on this dialogue, then Apply on the main BgInfo screen; all will be well again.