They can sometimes be interchanged, but not always. For example:
"I dreamed of/about you last night." (Here they are interchangeable.)
"I wouldn't dream of asking you for money." (Here "about" cannot be substituted. This is idiomatic, and idiomatic expressions typically have set wording.)
"This was the dream of my father when he started his business." ("About" canno