Of course you can be both...Sumo wrestlers are fat and fit.As I understand it,they do the exercise in the morning and then eat huge amounts of food later.
Obviously,processed and takeaway food and sweets and chocolate all the time will be unhealthy,but many oils such as olive oil are good for you and calorific as are nuts and sushi is healthy and loaded with calories