@HanL What do you mean by rule? Is that a workflow process runs when you publish and set the broken link with home page url for those links? We need to understand how the rule is applied to activation of page before you think about removing it.
If you want to attach a feature related to activation event, you can add it through event listener like Arun mentioned.