A Trojan horse is deceptive software, disguising itself as legitimate to deceive users into unwittingly downloading it. Once infiltrated, it executes malicious actions without user consent. Trojans are a significant cyber threat, highlighting the importance of robust security measures to identify and prevent their covert infiltration and potential harm to systems.