Flights from France to Southampton are pretty rare... In the end I opted for the train + taxi. Let's hope taxis will be easy to find. Or i'll ride the bus and walk, it's a detail.
The plan was absolutely not to rent a car for two days : that's completely unecessary
Where did you find an accomodation for 108£ ? Mine was 67£ at gatwick airport.