The accident occurred on Tuesday in the Longtan coal mine when 32 miners were working underground, official news agency Xinhua reported.
While four escaped at the time of the inundation, rescue operations continue for 16 workers still missing.
Sichuan province has seen its fair share of accidents this year; during May, 21 workers were killed in an underground gas explosion.