The incident happened Flaming Geyser State Park, between Auburn and Black Diamond, about 5 p.m.
It snagged on some tree branches and popped.
Rescuers got everyone back to shore safely.
King County Fire crews said the raft was not meant to be used in a fast-moving river. It is only for use in a pool.