Yes, but I wonder why of is wrong. As I know, this preposition may be used between two nouns to make the genitive. Moment is a noun, and so is time.
Maybe this misunderstanding comes from Russian because the verbatim translation of the phrase would be in the genitive (Moment of what? Moment of...