Marx clearly stated that alienation was a phenomenon that affected all classes. Marxism explains alienation just intervenes in a different manner.

Depression then also happens among rich people. But the source, and expression of it might differ. An anecdotal saying explains that wealth is often a barrier to create true friendships because it insulates you from society and creates antisocial thought processes: the "thinking people just want to be your friend because you're rich" rhetoric.