There are observations which we can't explain with current scientific theories, and Dark Matter is a theory that seems to explain many of these observations. Either we'll find irrefutable evidence for it, or we'll ditch it, and find another theory to explain the observations. Most science is formed by testing theories, even if those theories are wrong and you end up making different theories to explain the observation.