Rather than being outraged at the headline, what are the actual details? Why were they able to pay no taxes? Was it due to carried losses or something like that? Anyone mad at a company for not pay taxes is misdirecting their anger. Companies follow the law. If you don't like the law elect different politicians. Don't get mad at companies that follow the law.
It's not that simple. Companies lobby to keep, even coerce, laws that benefit them and allow these sorts of things to happen. What is the common person, or collection of persons, supposed to do when they are against that kind of force? I believe one way is to actually be involved in politics and get into the seats that govern and make the laws. But it's easier said than done.
Vote.
All sorts of interests lobby, all the time. These include consumer-focused interest groups, as well as corporations. But, at the end of the day, politicians gain (and keep) office based on the votes of their constituents. These politicians are (generally) not going to vote on bills that they think might get them kicked out of office.