You can do this with an on-device VPN, which doesn't require root: https://github.com/M66B/NetGuard/blob/master/ADBLOCKING.md

The app is also on the Play Store, but the adblocking features are only in the Github version (presumably Google will not approve this functionality for Play Store apps).