Residents and officials said the muddy mountain run-off swamped Khok Toom, Nikom Sang Ton Eng, Tha Sala and Kokko.
The areas had seen nearly 142 centimetres of rain, according to local weather officials.
Several roads and the tambon business areas were inundated.