Coal is just easier to get. Take a pickaxe -> go to nearest anthracite layer -> mine full inventory -> bring it back to factory. It's harder to refine into fuel than oil though.
Oil. Last time I tried to pump it using steam-powered rotational pump, but bedrock was in a way, so I picked most of it by hand with measuring pot.