Is using ad blocking software stealing or is it a sound security practice?

On one hand, many websites and content creators make money from advertising. They certainly deserve to be compensated for their time and effort. On the other hand, advertising — at best — can be annoying, and at worst, can serve up malware, suck up bandwidth and redirect confused users to websites without their knowledge.