In other words, what language do people in Tanzania speak? The language that people speak in Tanzania is Swahili and English. Okay, now that you know what people from Tanzania are called and you know what language they speak, you may want to learn more about the people of Tanzania. Here is more information about the country of Tanzania. More information.