To remember it, I got in the habit of pronouncing it as such:
Dell-dot-icey-oh-dot-you-ess
The hard part was calling it 'delicious' in conversation so I didn't sound like a moron.
I think, in general, 'url hacks' like del.icio.us only work if the periods go between words, like http://go.to/