Disclosed is an acrylic adhesive composition comprising: A) a polymer polymerized from a monomer mixture comprising (a) 40-90 wt % of C6-C10 alkyl acrylate; (b) 3-15 wt % of methyl (meth)acrylate; (c) 0.1-5 wt % of an ethylenically unsaturated compound having at least one keto or aldehyde group; (d) 0-2 wt % of an ethylenically unsaturated acid; (e) 0-30 wt % of other ethylenically unsaturated monomers; wherein the percentages are based on the total weight of the monomer mixture; and B) a polyhydrazide compound having at least two hydrazide functional groups which react with the keto or aldehyde groups by a crosslinking reaction.