Yes - use Google Apps for Your Domain.
It's free for up to 50 users.
Free GAFYD (as provided by Tobbe below)
UPDATE This answer is no longer valid if you don't already have a Google Apps account. Google Apps is no longer free for new signups!! (Thanks to asalamon74 for the update)