I disagree with this statement because sometimes cheap restaurants use low grade ingredients that make their meals very unhealthy. The quality is paid!
I think it depends because I know some cheap restaurants which cook fast food and unhealthy, and other cheap restaurants which cook with few oil, boiled or baked and their dishes are healthy.