Eucalyptus kabiana was first described in 1991 by Lawrie Johnson and Ken Hill from a specimen collected on the lower slopes of Mount Beerwah, and the description was published in the journal Telopea. The specific epithet commemorates the Kabi Kabi people, who inhabited the Glass House Mountains prior to European settlement.