If I were you, I would start searching for a rental on
VillagersHomes4Rent.com. You will have more of a difficult time with so many pets but I am sure there will be those willing to accept your family. June thru November is the most reasonable time to rent in TV's, as the northerners usually don't start returning until October and the months after.
Best of luck!!!!!