Hello dpdownsouth,
Well, yeah, that too, but I think that came later. The first thing we did was understand that there is matter in the galaxy that doesn't emit light, and blocks light, and then of course because 2 + 2 = 4 we figured that there must be a whole lot of it (look at the picture...