The festival in Thailand known for its colorful water fights is called Songkran, marking the Thai New Year. This celebration is characterized by street festivities where locals and tourists alike engage in water splashing battles, symbolizing the washing away of sins and bad luck, while also presenting an opportunity for joy and community interaction.