#1 sounds more natural and I'd say that's the only correct option there because "that you like best" is the identifying clause.
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SnappyWhich one of the following sentences sounds more natural?Neither sound particularly natural to me. I would say "What food do you like the most".
1. What is the food that you like best?
2. What is the food which you like best?