Ads are blocked, but not removed from the space on the website

It can be different for each ad. Pi-hole blocks the ad before it's downloaded, so it doesn't really know about how the ad is displayed in the Website. If the site has space reserved for it, you may just see the blank space. Pi-hole + uBlock generally work very well together.