The park's genesis was in 1955, when Elsa Scherer Burrows, owner of the South Creek Ranch, died. She stipulated in her will that the land was to be used only as a public park, for public recreation, and a wildlife sanctuary. It was to be dedicated to the memory of her father, Oscar Scherer, who achieved great success in the leather-tanning business. The park opened to the public in summer 1956. In 1986, Jon Thaxton, a realtor and environmentalist, started work to protect neighboring
Florida scrub jay habitat. In 1992 this resulted in being added from the adjacent
Palmer Ranch that had been among the holdings of
Bertha Honoré Palmer, in large part due to the
Nature Conservancy, public support, and the use of
Preservation 2000 funds, expanding the park's size to . It was also the state's first
Florida Forever land acquisition. In September 2008, in recognition of
National Public Lands Day, Lee Wetherington, a local developer and long-time park supporter, donated an additional of land to the park, including the buffer property adjacent to the Willowbend subdivision (a Wetherington development), bringing the total park size to . ==Biology==