I have checked the Rotterdam public transport site and done a search. It did not find any bus on a weekday night.
As public transport does not run at that time on the Thursday, you are very limited.
I would look into a pre-ordered shared taxi.
But all taxis should be ordered in advance for the middle of the night when it is not the weekend. I learned Uber can not be booked in advance, but if you want to use that service or one like it, check for popularity of it in the nightly hours. (And if not Uber itself, check if you can pre-book.)
In the weekends there will be more transport around, but taxis might not be available unless pre-booked.
I would google -Airport transfer Rotterdam airport-
As I have never used any of them, I can not suggest which one to use.
What I have seen in a quick search for this answer, as well as in looking for services at other airports, is price differences and differences in the ease to get your ride from the airport. (As in, some services have a service counter at some airports and will keep track on incoming flights.)
Credit:stackoverflow.com‘
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