Many states have annual sales tax holidays, during which certain items the state wants to promote the purchase of (like school supplies, emergency preparedness supplies, or energy efficient appliances) can be purchased sales tax free. Maine, however, does not currently have any scheduled sales tax holidays.
Maine: Sales Tax Handbook