Gain with load or gain without load?
according to me Rc is load

Rc is not normally considered part of the load, but part of the amplifier circuit itself. The load is whatever is connected on the other side of the output coupling capacitor C2.
It's possible to design a common emitter amplifier where Rc is absent and the load provides the collector bias current, but that isn't what was done here.