Thrift stores, garage sales, Craigslist... They're great sources for finding furniture. Sometimes (re: 95% of the time), though, this furniture has seen better days and is in need of some TLC.
Here's a great, basic step-by-step tutorial from GMC Trade Secrets for refreshing wood furniture that can be applied to a variety of situations. Check it out here and add your own tips in the comments below!