It could be related to dark matter. For instance, the new force may be a dark force (if you remember my older posts on dark photons). What we know on dark matter is that it does not interact electromagnetically. Except this, anything is possible, including a dark matter particle interacting via a new force. But in this last case, the boson mediating the force may be part of the stealthy ones :)