I've directly witnessed lots of white Americans do lots of horrible things, in many cases horrible things I've never witnessed people of other ethnic backgrounds doing.
If I then decide that white Americans as a whole are horrible people who do those horrible things, its still prejudice -- I am prejudging individuals based not on nothing but their ethnic similarity to people I've witnessed doing bad things.