Low-quality food counts as food insecurity. First, it doesn't contain all the nutrients necessary for good health, and routinely includes a lot of things that are bad for people. Second, eating gross food is emotionally unpleasant and, over time, can impair one's relationship with food. It's just a different facet of problem than not having food to eat.