An aluminum chelate latent curing agent is configured such that an aluminum chelating agent and a specific arylsilane compound or a hydrolysate thereof are held in a polymer obtained by subjecting the aluminum chelating agent, the arylsilane compound, and a polyfunctional isocyanate compound to an emulsifying treatment, and then subjecting the polyfunctional isocyanate to interfacial polymerization. The aluminum chelating agent does not have an alkoxy group bonded to the aluminum. The arylsilane compound is a compound represented by the formula (A). (Ar)mSi(OR)n   (A) In the formula (A), m is 2 or 3, and the sum of m and n is 4. Ar represents an optionally-substituted aryl group. R represents a hydrogen atom, a methyl group, or an ethyl group. When n is two, the two Rs may be the same or different.