It is the Advertising.

When you link to a third party server you are at thier mercy. If they serve your visitors, (say 1 in 1000) with Malware you are at fault.

The only way to solve this is to host the ads yourself without linking.

Ad servers all over the palce are filled with malicious junk, They are huge targets for expoliotation by hackers.