Compare whether other browsers have this problem. The most likely reasons are as follows.

There are sound animations in web ads, but they are blocked by the ad filtering function and cannot be seen.

The DNS is maliciously hijacked by operators or hackers and ads are played secretly.

There is a malicious program in the system that secretly plays advertisements.