Police say a man and woman were reaching for an oar that fell in the water when they overturned.
The boat flipped, dumping the couple into the lake.
A boathouse employee rowed out to the couple with a police officer and brought them to shore.
The couple was evaluated by paramedics in the park, but were not taken to the hospital.