Does throwing wastes of food items like peals of veg and fruits, increase the carbon footprint..?

well essentially yes. when you throw food out, it is part of garbage. so the more food you throw out, the more garbage you produce. hence, this increases the amount of garbage that is being burnt - which increases global warming. using food and peels as compost can resolve this issue and actually helps the environment.