Change the voice: She gave me a book.

A book was given to me by her.

A book had been given to me by her.

A book is given to me by her

None of these

The sentence is in simple past tense, so the passive form uses "was + past participle."

"Gave" (past tense of give) changes to "was given" in passive voice.