Herein, a novel method is proposed to achieve multiband absorption in the visible region. Different from the conventional metal–insulator–metal (MIM) based multiband absorbers which absorb normally incident plane waves at different frequencies based on the impedance matching effect, the multiband absorption proposed here is achieved through the coupling effects of Fabry–Pérot (FP), propagating surface plasmons (PSPs), and void plasmons (VPs) resonance. A clear physical image is unveiled by means of numerical simulations through the geometric parameters corresponding to various resonance modes. The absorption features can be easily controlled by tuning the period of square lattice, porosity of unit cell in the top silver layer, and the film thickness of the middle layer. The presented study on the physical mechanism of the multiband absorption is believed to be beneficial for designing new‐generation absorbers for suitable novel applications.