I always wonder if dark matter doesn't exist and it's just hard to measure the mass of stuff very far away.
Along a similar vein, I find the concept of "Dark Energy" really hard to swallow. To me it seems like such a bizarre assumption to assume a force akin to anti-gravity instead of assuming plain old gravity.