The Orange County Sheriff's Office tells ABC station WFTV it happened near the Grand Floridian Resort & Spa around 9:30 p.m. Tuesday.
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According to online reports, the child was on the beach during a "movie night."
Deputies are searching the Seven Seas Lagoon for any sign of the child.
No other details were released.