Bishop Calvo was born on August 28, 1951, in Agaña, Guam, the youngest of seven children.
He was ordained a priest on May 21, 1977 for the Archdiocese of San Francisco and served as parochial vicar at Holy Name Parish in San Francisco (1977-1979) and at Saint Pius Parish in Redwood City (1979-1982).