To remove passphrase from an existing key, we can use ssh-keygen with -p option. Here is an example which changes passphrase of private rsa key from some specific value to an empty string.
$ ssh-keygen -p -P current_passprase -N "" -f ~/.ssh/id_rsa
Note that it is better to have a passphrase in private key in most cases.
