You're missing the GP's point. They're claiming that scam ads pollute the ad marketplace and drive away engagement. Why click on an ad, or even pay attention to it, if there's a good chance it's a scam? And why would advertisers pay for ads if consumers are not engaging with them?

Thus, Google has an incentive to keep the ad space free of scams - it makes Google users more valuable to advertisers.