the easiest way to do that, I think, is to take 2 cylinders and boolean. Other than that, extruding the caps of a cylinder in is another way.

If you have to use curves, take those first two circles, duplicate and move them up, loft the outer and inner surfaces with polygon outputs, combine them together, and then use Append to poly tool to fill in the top and bottom.