Red velvet cake is technically a vanilla cake, as it's made with flour, sugar, eggs, and vanilla extract. However, it's its distinctive red color that sets it apart, and it usually has a mild chocolate flavor due to the addition of cocoa powder. The cocoa powder gives the cake a unique taste that's not entirely chocolate but somewhat similar.