We parked way down on the Pleasure Island side once on our way from West Palm home. We only intended to be there for an hour or two. Security came by and asked us to leave. There was no one in the parking lot, however they explained that something was scheduled and they needed the parking.
I really think that it depends on their schedule.
It may just be easier to bus from the Fort, then you will have no worries.