Although Chaos Space Marines were once true Space Marines, they have long since forsaken the ideals and aspirations of the true defenders of Humanity. They therefore do not receive the benefit of the 'And They Shall Know No Fear' ability which applies to Space Marines who remain loyal to the Emperor.
Corrupted
Source: Codex: Chaos Space Marines (1999), p. 5