Essential items to pack for a Tanzania safari include lightweight and breathable clothing, comfortable walking shoes, a hat, sunscreen, insect repellent, binoculars, a camera, and any necessary medications. It's also advisable to pack layers for cooler mornings and evenings, as well as a waterproof jacket in case of rain.