I'm running chrome - this works on my machine™. The malware isn't the page so you're not prevented from navigating to it, it's in some ad dynamically loaded, which <esc> stops from happening. Unless your internet connection is quite a lot faster than mine, there's plenty of time in between page display and ad load => blocked page warning.

Thanks. Your suggestion worked for me.

Of course, it could also be that the site rotates ads and only loads the malware some of the time.