Embodiments of the present disclosure disclose an encapsulation structure, an encapsulating method and a display device. The encapsulation structure includes a first substrate and a second substrate arranged opposite to each other, and a sealing structure provided between the first substrate and the second substrate. Wherein the sealing structure is provided with one or more voids, and a filler is provided within the one or more voids and includes a gas-absorbing material.