Update
This answer is now moot, as described in my second answer, since Iceweasel has been discontinued. I'll leave it just for historical information.
Original Answer
I completely understand your desire to confine everything to the Debian Stable repository. I migrated to Debian Stable from Ubuntu-based Mint because I encountered a lot of stuff that wasn't quite ready for prime-time. There's a problem, however, with the flip side. It takes forever for anything to get released into the Stable repository, so what's there tends to be very old.
With most software, the only problem with that is you miss some newer features. Browsers are a different story. Besides the ever-changing security threats, the associated "standards" for such things as displaying video and rendering web content are continuously evolving. If you get significantly behind the current version, you are likely to encounter problems with some web sites.
Iceweasel and Debian Stable
My own experience with what is offered in the Debian Stable repository is what led me to what I'm suggesting in this answer.
The Debian Stable repository currently offers both Iceweasel and Firefox ESR. Firefox ESR is designed to be a very stable product, with a long interval between major releases. The Firefox ESR offered in the Debian Stable repository appears to be an old remnant that has never been cleaned out; Debian has not offered brand-name Firefox for some time. It is Version 24.4 from March 2014 (the .4 is a security update, ESR 24 was released in September 2013). In another month (March 2016), Mozilla will be releasing Version 45 (as it happens, that also includes a new ESR version). A lot has changed on the web that gives version 24 indigestion.
The version of Iceweasel currently offered in the Stable repository is based on Firefox ESR Version 38. The initial release was in May 2015 (although there have been patches and security updates as recently as January 2016). At the time of my experience, Iceweasel was based on Firefox ESR 24.
Note that it is possible to install versions of Iceweasel based on newer versions of Firefox by accessing the repositories for other Debian releases. I posted another answer that goes into more detail on this aspect.
Both the Firefox ESR and Iceweasel available in the Stable repository caused problems for me with many web sites. At that time, both products were a little under a year past their original release dates. The problems disappeared when I loaded the current standard Firefox.
Mozilla has a rigorous quality program of their own, plus any problems you might experience with their browser would affect only the browser; it won't hose your OS. Given that, my recommendation is to install the current version of standard Firefox. I'll explain how to do that in a way that still allows you to manage the installation via the package manager.
Recommended Solution
Mint has a Debian-based version, and their repository always has the latest version of actual Firefox, in a form ready to install in Debian via the package manager. In this case, the value isn't in getting "bleeding-edge" features (there's a testing channel for people who want that, but the latest features in normal Firefox releases are stable). Rather, the benefit is that the performance in handling current web content will be more dependable.
The procedure is simply to add the LMDE (Linux Mint Debian Edition) repository to the list used by the package manager. You then install the latest Firefox through the package manager as you would anything else, and the package manager will alert you to updates, and install them for you if you want.
Instructions
Use the file manager to open /etc/apt/sources.list.
There is a provision there under Other Software to add a repository. In that box, paste:
deb http://packages.linuxmint.com debian import
and close the file. Then, from the terminal:
Get the public key (paste these lines):
sudo gpg --keyserver pgp.mit.edu --recv-keys 3EE67F3D0FF405B2
sudo gpg --export 3EE67F3D0FF405B2 > 3EE67F3D0FF405B2.gpg
sudo apt-key add ./3EE67F3D0FF405B2.gpg
sudo rm ./3EE67F3D0FF405B2.gpg
Update:
sudo apt-get update
Now you can install Firefox in one of two ways. Either use another command:
apt-get install firefox
Or, use the software manager. Search on the term Firefox and the current version will be in the list.
Edit: My own problems were due to the offerings in the Debian Stable repository. At that time, I was unaware of Aurora (which appears to no longer exist), and the Testing repository offered a version of Iceweasel that was also based on an old version of Firefox ESR. The solution in this answer was the best option at the time, and somewhat the standard fix.
Having implemented it, my system automatically keeps current with the latest Firefox. There have been no problems in 18 months. I am happy with the solution and can continue to recommend it.
As described in my other answer, Debian has changed versioning of Iceweasel. A version based on the current standard Firefox is now offered in the Testing repository. Iceweasel will lack some of the third-party functions bundled with Firefox, but for people who don't use those features and would prefer not having the bloat, that could be a plus. So users of Debian Stable now have a choice of solutions.