Gaining awareness of psychosis (i.e., insight) is linked to depression, particularly in the post‐acute phase of psychosis. Informed by social rank theory, we examined whether the insight–depression relationship is explained by reduced social rank related to psychosis and whether self‐compassion (including uncompassionate self‐responding [UCS] and compassionate self‐responding [CSR]) and mindfulness buffered the relationship between social rank and depression in individuals with first episode psychosis during the post‐acute phase. Participants were 145 young people (Mage = 20.81; female = 66) with first episode psychosis approaching discharge from an early psychosis intervention centre. Questionnaires and interviews assessed insight, depressive symptoms, perceived social rank, self‐compassion, mindfulness and illness severity. Results showed that insight was not significantly associated to depression and thus no mediation analysis was conducted. However, lower perceived social rank was related to higher depression, and this relationship was moderated by self‐compassion and, more specifically, UCS. Mindfulness was related to depression but had no moderating effect on social rank and depression. Results supported previous findings that depressive symptoms are common during the post‐acute phase. The role of insight in depression for this sample is unclear and may be less important during the post‐acute phase than previously considered. Supporting social rank theory, the results suggest that low perceived social rank contributes to depression, and reducing UCS may ameliorate this effect. UCS, social rank and possibly mindfulness may be valuable intervention targets for depression intervention and prevention efforts in the recovery of psychosis.