To remove ads, you just have to make payments for the in-app purchases that this app offer. As soon as you will make purchases all the annoying ads that make your experience bad will be blocked automatically permanent.
On the other hand, users can also install the Mod version of Dumpster which means you can use every premium feature free of cost along with an ad-free version.