Felix Kjellberg, the YouTube star known as PewDiePie, apologized for content in one of his videos but accused The Wall Street Journal and other media of taking other material out of context in scrutinizing his use of Nazi and anti-Semitic imagery and language.

In a video posted Thursday on YouTube, the 27-year-old Swede was responding to...