The base and the perpendicular height are at right angles. One side of the parallelogram is the base. The base does not have to be the bottom side. The perpendicular height is not a side.
The rectangle is a wobbly, unstable shape. When you push the side, it flops into a slanted parallelogram. This happens without any of the rectangle's sides changing length. When you poke the top ...