For me it's because the explanations don't actually make sense. The classic example to me is the galactic rotation "problem". It gets resolved by suggesting a spherical cloud of dark matter surrounding a galaxy. Great, but why would it affect the galaxy normally but take on such a distribution? The solution raises more questions than the problem. Not to mention it's a whole new kind of matter we can't detect. It's almost magical thinking.