Place cauliflower florets and celery in the bottom of a slow cooker in an even layer. Top with cream cheese.
Whisk Buffalo wing sauce and ranch dressing together in a bowl. Stir in mozzarella cheese and pour mixture over the cauliflower. Cook on Low for 3 hours, stirring every hour.