Can I camp on the beach like on the sand ?

Primitive camping not allowed in this state park but maybe Long key state park can provide that type of accomodation.

No you cannot. You will have to use the RV camping that Michael mentioned.

I don't think you can set-up and camp out overnight on the sand/beach area but the sites themselves are pretty close to the ocean.