Normally there is a function to designate the center of rotation when using the rotation function of a component.
However, this new center has to snap onto something, which is the center of your circle, and in your sketch there is nothing to hook it to. So in the sketch of the circles you have to put a point or the crossing of two lines of construction and this before you want to do the desired rotation