Dark matter is a "fudge" explanation to explain why galaxies and other objects appear to behave unexpectedly, primarily with respect to gravity. It works -- but it requires massive assumptions and is very hard to detect any evidence of. Personally I would bet on there being a simpler explanation, such as gravity not scaling the same at massive sizes, or some kind of relativistic effects. However, I am not a physicist.