We know comets occasionally hit them (Shoemaker Levy struck Jupiter in 1994). Any rocky materially in that comet would have descended to the core. Over millions of years this wouldn’t have been the first.
Additionally, our best theory of their formation also involves a rocky core to be the original gravity well to collect the atmosphere around.
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