Seyfert galaxies are known to exhibit significant X-ray variations, as well as characteristic iron K and/or L spectral features that may be interpreted as broad emission lines or deep absorption edges. We propose the Variable Double Partial Covering (VDPC) model to explain such energy spectra. In this model, observed flux/spectral variations below 10 keV within a ~day are primarily caused by change of the partial covering fraction of the central X-ray source by patchy absorbing clouds in the line-of-sight. The transmitted spectral component through the absorbing clouds has a characteristics spectral feature of the ionized iron K-edge, which is the origin of the seemingly broad iron-line feature commonly observed in Seyfert galaxies. Variation of the partial covering fraction of the constant X-ray luminosity source causes such an anti-correlation between the direct (non-obscured) component and the transmitted (obscured) component, that cancels their variations each other. The cancellation works most effectively at the energy band where intensities of the two components are the closest to each other, namely, just below the iron K-edge. This explains the significantly small fractional variations in the iron K-energy band, another well-known observational characteristic of Seyfert galaxies. Also, occasionally, the fractional variation peaks at the iron L-band, where the flux separation between the direct component and the transmitted component is the widest when a strong iron L-absorption line is observed.