How i can be sure that private keys not stored on centralized servers?
It is safe to use it.
Pretty sure that the code is open source, meaning that anyone can verify that it is legit.
I have used electrum for the past year. I have never regretted started using it last year because it is so easy to use and the design is clean as well for the graphic user interface. Use it man, you won't regret it