smtplib (111, 'Connection refused')

I'm using the smtplib module and I keep getting this error: (111,
'Connection refused') What could be causing this? I've tried it from a
different computer and it seems to work, but not from this specific
server. If port 25 was blocked for some reason, would that give me a
'connection refused' error?

-Josh