No, I had removed the app from my mobile previously, not deleted my account. When I resynced, they had removed my account and the messages saved on my desktop disappeared.
If you did not delete the Signal directory on your phone then there should be some old backups with your messages there. These will be encrypted so you will need to original password to unencrypt them.