Step 1: Recall standard usage.
Certain adjectives are followed by fixed prepositions.
Step 2: Apply the correct phrase.
The correct expression is fond of, which means liking something very much.
Step 3: Analyze the options.
With, in, and at do not form correct collocations with the word fond.
Step 4: Conclusion.
Hence, the correct preposition is of.