Why rectification amplifies signal?
A thermionic valve (vacuum tube) with two electrodes (anode (plate) and cathode) can be used as a rectifier, but does not amplify a signal.

Other tubes with one or more grids between the anode and cathode can amplify signals, as a small change in voltage on the control grid will cause a change in the current passing between cathode and plate.