Conservation officers said they were notified about the incident on Sunday but by the time they reached the location, Waitangi West Beach, few of the animals were still alive.
In total, 97 whales and three dolphins have died.
It is unclear what caused the stranding on the islands, which are 800km (500 miles) east of New Zealand.
