Melt butter in a large saucepan over medium heat. Add flour and cook for a minute to brown.
Add in milk, shredded cheddar cheese, salt, pepper, ground cumin, and paprika. Continue to cook over medium heat, while whisking constantly until the sauce is smooth and thickened. Serve warm with chips.