Cyclones are perfectly normal weather phenomena, common in northern parts of Australia.
Cyclone Tracy began as a depression in the Arafura Sea on 20 December 1974. It gradually moved in a southwesterly direction, whereupon it intensified. After that, it moved sharply in an east-southeasterly direction, then headed straight for Darwin.
For details on how cyclones occur, see the related links.