In the USA, this is how it typically works. People who are enrolled in PhD programs are called "PhD students." Once they pass their advancement to candidacy exam, they are called "PhD Candidates." In both cases, they are enrolled in a PhD program. Typically people are accepted directly to PhD programs and they are not just admitted as generic graduate students.