What's strange is that he knew about it.

Literal

Strange [nominalizer-の] [topic-は] he [subject-が] that [object-を] knew thing [copula-だ].

不思議なのは~ことだ is a cleft-like structure: 'the strange thing is that...' Nominalizer の + は sets up the topic; ことだ closes the comment.