Huai Kwang Police Station inspector Pol Major Pongsathorn Wongthammanan said other vehicles could not brake in time, leading to multiple collisions.
Following the pile-up, police temporarily closed the tunnel to traffic and pumps were used to drain the floodwaters. The tunnel re-opened at 9.30am.
The flood happened because of heavy downpours on Saturday night.