1. A capacitor comprising: a lower electrode formed on a substrate; an insulation film formed on the substrate with the lower electrode formed on, and having an opening on the lower electrode; a capacitor dielectric film formed on the lower electrode in the opening, and having a larger film thickness at a peripheral part of the opening than at a central part of the opening; and an upper electrode formed on the capacitor dielectric film.