Sprinkle chicken with poultry seasoning, garlic powder, and pepper.
Place chicken breasts in a 9x13 inch baking dish, in a single layer. Cover with the celery soup and bake uncovered in the preheated oven for 20 minutes. Turn chicken pieces over and bake for another 20 minutes, until browned. Remove from oven.
Combine the mushroom soup, water, onion, garlic and oregano and mix all together. Pour mixture over chicken. Top with mozzarella cheese slices, pushing the cheese down into the sauce. Sprinkle grated Parmesan cheese on top and bake in the preheated oven for 15 minutes more until bubbly and golden brown.