Hi Nelson Chan,
The answer is "C".
Don't use "must had been". Why? Because it doesn't exist. This is not a case of context, you can NEVER say "must had been".
After modal auxiliary verbs like must, we use the infinitive form of the verb (without "to"). But "had" is the past tense/participle form, so it's incorrect to use it.