Deb packages can be built by anyone, including proprietary software makers. Installing .deb files downloaded from random web sites is like running .exe files downloaded from random web sites. Not safe or (as you discovered) ad-free.
If you want to avoid ads and malware, I suggest installing only from a trustworthy distro’s software repository, using its built-in package manager.