The aim of this study was to explore psychiatrists’ experience of vocational rehabilitation for patients with mental illness. The study employed a qualitative design to explore psychiatrists’ experience of vocational rehabilitation. Ten psychiatrists, five women and five men, 33–62 years of age (median 40), were interviewed. All of them worked with patients at Sahlgrenska University Hospital. The interviews were analyzed using inductive thematic analysis. All participants considered vocational rehabilitation to be of great importance for patients’ well-being and health. The results were characterized by two opposite experiences: frustration and agency, these were the two main themes in the analysis. All narratives embraced both experiences, but some reflected more frustration and others more agency. In order for the psychiatrist to master the assignment, there is a need for further training and supervision. The psychiatrist’s role, as well as other professional roles within the team, requires clarification, and the support from rehabilitation coordinators and occupational therapists should be enhanced. There is a need for improved cooperation with external actors.