I would wait until they were weened or a least 8 weeks old. You might consider using a mild shampoo such as baby shampoo. Do not bathe more then once a week as they have valuable oils in their skin and you would be stripping it out.
How Old Do Puppies Have To Be To Get A Flea Bath?