We detect the effects of dark matter. In this case a regular galaxy has undergone a collision with... nothing. It turns out the nothing is dark matter. Even Hubble shows no stars in the background of the region. It would be detectable by radio frequency, though, which Arecibo did.
In their own minds at least....