Microsoft announced earlier this year an IE feature called "SmartScreen Filter" that is supposed to detect and block misleading or malicious ads. I assume Edge has this feature, too, but from the blog post (and your experience) it sounds like it is disabled by default.

http://blogs.technet.com/b/mmpc/archive/2015/04/28/cleaning-...