It means that the message is encrypted on your phone and decrypted only at the receiver’s phone. Crucially, only the two ends have the decryption key, so it CANNOT be decrypted by the server.

This is in opposition to something like e-mail where your email is encrypted on your phone but decrypted at the email server (Gmail, etc).