Milford Haven Coastguard said the incident happened just before midday on Monday.
The boy was taken to the University Hospital of Wales in Cardiff by Air Ambulance.
It is understood he has head injuries, but his condition is not known.
A boy has been taken to hospital by helicopter after falling on rocks at Abercastle Beach in Pembrokeshire.