The small boat, from the warship KD Perdana, disappeared on Saturday in calm waters off Cape Sedili in the southern state of Johor.
"Just before the incident, KD Perdana and the small craft were chasing away illegal fishing boats from Malaysian waters," the navy said in a statement.
Eleven warships and two helicopters are involved in the search, it added.
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