Milazzo was a landowner from Caltagirone and sat in the Sicilian regional parliament since 1947 for the Christian Democrat Party (DC) in the political current of Mario Scelba.
After the regional elections of 1955, Milazzo, supported by the left and dissident Christian democrats, surprisingly had won the vote for head of the regional government against the outgoing president Restivo.