This invention relates to an acid resistant adhesive composition, comprising at least one polychloroprene; at least one epoxy silane; at least one amine silane; at least one unsaturated silane; and at least one organic solvent. The acid resistant adhesive composition according to the present invention exhibits excellent initial peel strength and final peel strength after being soaked in electrolyte solution and shows good acid resistant property.