I recently blocked a number, then deleted from my contact list ( I didn't even want to see a reminder of him!), however doe this reverse the block caller function if the contact is not found in my phone?
No, that number should still be blocked. You can verify that it is blocked by going to Settings > Phone > Blocked. After deleting the contact you should still see the number listed there.