I did some web admin work for a commercial site for a while. If the site is perceived as having become infected with malware, then you get that. After I left I was still getting calls every now and again, we had the new admin sweep the site and appeal the status with Google. It took an afternoon to clear up. (Yes, there was some crapware that had gotten into the site).
Just tried with Firefox, no warnings of any kind.