'Can' indicates ability / capacity.
'Could' is used as the past tense of 'can'.
'Can't' indicates present incapability / impossibility.
'Couldn't' indicates past inability.
Here, the speaker speaks about the past (looked) and the inability to find the book. Therefore, the correct option is C) couldn't find.