A 4-year-old Arab male was initially diagnosed with juvenile dermatomyositis based on skin manifestations and negative biopsy for alternative diagnoses, but subsequent emergence of additional symptoms and genetic testing confirmed Blau syndrome. This case highlights the difficulty of distinguishing Blau syndrome from other pediatric rheumatological conditions due to overlapping clinical features.