The house builder has already submitted a planning application for 205 private and affordable homes at the Highwood Hospital site.
The site is within a conservation area and some of the hospital buildings will be kept as part of the redevelopment.
Persimmon had been in talks with the NHS Trust about taking over the site for a deal understood to be close to £17m. But the housing crisis put paid to the plans in March last year.