Rogue security software, often disguised as legitimate programs like "Spyware Doctor," uses fake scan results and persistent pop-ups to trick users into paying for useless or malicious software. Effective removal requires entering Safe Mode with Networking to run reputable anti-malware tools like Malwarebytes, followed by resetting browser settings and checking system startup items to restore functionality.