I found the answer ten minutes later. Sorry for having bothered you.
I post it in case it could be useful to other newcomers:
It was the gain. I needed to turn it up:
It seems like the gqrx defaults were more suited to this FM broadcast listening task maybe.
Afterwards I got a clean FFT: