The invention claimed is:1. A light-emitting element encapsulation structure, comprising:a first substrate;a second substrate arranged opposite to the first substrate;a light-emitting element located on a side of the second substrate facing the first substrate;an encapsulation layer made of a water-absorbent material, and filled in edge areas of the first substrate and the second substrate, wherein a hermetic space is defined by the encapsulation layer, the first substrate, and the second substrate, and the light-emitting element is in the hermetic space; anda filler; the hermetic space is full of the filler except for an area occupied by the light-emitting element;wherein the encapsulation layer is a sheet made of a glue material and the encapsulation layer comprises:a water-absorbent material layer;a glue material layer located on a side, facing the first substrate, of the water-absorbent material layer; anda water-absorbent layer of color changing property located on a side of the water-absorbent material layer away from the first substrate;wherein in a direction parallel to the first substrate, an end in of the water-absorbent material layer is in contact with the filling layer, and the other end of the water-absorbent material layer is contact with air.2. The light-emitting element encapsulation structure according to claim 1, wherein a distance between a short side of an orthographic projection of the encapsulation layer onto the first substrate and a short side of an orthographic projection of the light-emitting element onto the first substrate is less than or equal to 0.5 mm.3. The light-emitting element encapsulation structure according to claim 1, wherein the encapsulation layer is made of a glue material.4. The light-emitting element encapsulation structure according to claim 3, whereinthe glue material layer is between the water-absorbent material layer and the first substrate.5. The light-emitting element encapsulation structure according to claim 4, wherein a material of the glue material layer comprises epoxy resin and rubber resin, and a material of the water-absorbent material layer comprises calcium oxide.6. The light-emitting element encapsulation structure according to claim 1, wherein a material of the filler comprises a water-absorbent material.7. A display panel, comprising a plurality of light-emitting element encapsulation structures according to claim 1, which are arranged in an array.8. The display panel according to claim 7, wherein a distance between a short side of an orthographic projection of the encapsulation layer onto the first substrate and a short side of an orthographic projection of the light-emitting element onto the first substrate is less than or equal to 0.5 mm.9. The display panel according to claim 7, wherein the encapsulation layer is made of a glue material.10. The display panel according to claim 9, whereinthe glue material layer is between the water-absorbent material layer and the first substrate.11. The display panel according to claim 10, wherein a material of the glue material layer comprises epoxy resin and rubber resin, and a material of the water-absorbent material layer comprises calcium oxide.12. The display panel according to claim 7, wherein a material of the filler comprises a water-absorbent material.13. The display panel according to claim 7, wherein the filter is substantially transparent.14. The light-emitting element encapsulation structure according to claim 1, wherein the filter is substantially transparent.