Palisade leaf cells do most of the photosynthesis in plants, so they have many chloroplasts. Their tall shape means they have a lot of surface area exposed down the side for absorbing CO2 from the air in the leaf, and their thin shape means that you can fit loads of them in at the top of a leaf, so they're nearer the light.