Just a sci-fi-ish suggestion: If the object(s) around that star are indeed a Dyson “swarm,” or perhaps a partially complete (and thus perhaps still-under-construction) Dyson sphere, then such an object or objects that could block out a star’s light more completely might be one possible explanation, or at least partial explanation, for the so-called “dark matter” of theoretical physics. Such an hypothesis would neatly explain why dark matter has the gravitational effects observed on our galaxy and others yet there does not appear to be any to be found in our own solar system. Needless to say it would also have implications for the incidence and location of advanced alien civilisations.
Perhaps it is not so much a power-collection structure but a means to signal other intelligent life. Did anyone look for patterns in the blocking of light? Variations in luminosity? Binary in light vs no light? If it is another civilization, then they would be aware of its visibility to other life with a certain tech level.
I had another theory I was surprised no other sci-fi nerd seemed to touch upon.