Piccoli was born in Austria, where his family had been deported during World War I. He was elected for the first time at the Italian Chamber of Deputies in 1958. He was elected national secretary of Democrazia Cristiana in January 1969, and was later Minister of the State Participations in three governments.
He died in Rome in 2000.