From Psych Central:
According to Raymond DePaulo, Jr. M.D., Professor of Psychiatry at Johns Hopkins University School of Medicine, African American populations do not have higher rates of depression in the US. However, the statistics may be skewed because African Americans are much less likely to report their symptoms of depression.
Read more here.