magnetic energy absorption in the microwave, THz, visible light, and infrared bands. [3][4][5][6][7] Furthermore, the MMAs with dynamically tunable absorption peaks and the operating band have been proposed in recent years depending on the tunable absorbing materials, e.g., graphene, [8] crystals, [9] vanadium dioxide, [10] etc. However, the high absorption in the entire operation band also traps the electromagnetic wave, thus immensely preventing the equipment from communicating with other systems. Thereby, the MMA with an additional transmission window also called metamaterial rasorber (MMR) is designed to solve the problem. The MMRs possessing the wide absorption and narrow transmission window combine the stealth technology and communication, then classified into four categories according to the relative position of the absorption and transmission bands: the absorption-transmission (AT), [11,12] the transmission-absorption (TA), [13,14] the absorption-transmission-absorption (ATA), [15,16] and the dual-absorptiontransmission (DAT) MMRs. [17] However, the conventional design strategies for MMR proposed before mainly focus on the microwave band, but rare in the THz band, thus greatly restricting further application in the future. The application of THz radiation ranging from 1 to 10 THz is paving a new era depending on its superior characteristics, oriented toward the post-5G communication possessing the higher and faster data rate, [18][19][20] high-resolution imaging, [21,22] biochemical sensors, [23,24] activecontrol devices, [25] and other optical activities, [26] which are based on the highly coherent and nonionizing properties of THz radiation, wide unassigned frequency region, and distinctive wavelengths. Comparing to conventional design strategies depending on the electric/magnetic resonances for MMR, the electromagnetic characteristics of multipoles in the THz band supply a promising pathway of tailoring the THz MMR combing the higher-data-rate communication and better electromagnetic shielding.Since the concept of toroidal dipole moment was first proposed by Zel'dovich in 1957, [27] effectively enriching the theoretical framework of the multipole expansion, [28] the toroidal electrodynamics had been blossomed and obtained a substantial Enhanced anapole and coupled toroidal dipole moments sustaining the synthesized terahertz (THz) metamaterial innovatively promise for absorptiontransmission-absorption (ATA) metamaterial rasorber (MMR). The anapole mode, due to the strong interaction of electric and magnetic dipole moments, and Fabry-Pérot resonance are supported by the dumbbell-shaped apertures topologically distributed in a double-layer silver plate, thus forming the transmission window with high frequency-selectivity. Meanwhile, the coupled toroidal dipole moments depending on the toroidal structure can cause destructive and constructive interference in far and near fields, respectively, thus causing much electromagnetic energy loss in a wide band. Combining anapole with toroidal dipole moments, the A...