The initial call came in to authorities shortly before 11 a.m. EMS crews responded to James Bute Park, near McKee and Burnett Street.
A spokesperson with the Houston Fire Department says a homeless woman was rescued. She told officials there may be a second person in the water as well.
A boat was launched for a search of the area. So far, no other victims have been located.