The present invention relates to a new type of vortioxetine analogue of Formula I or its polymorph or solvate, a compositions and kit comprising the analogue, the polymorph or the solvate, and use of the compound or the polymorph or the solvate in the preparation of a medicament for the treatment of depression, and a preparation method of the analogue, and intermediate compounds in the method.