Does anybody know of a store in Chicago that has a comprehensive inventory of electronics parts like capacitors and resistors etc?

Triode Electronics?

Not exactly in Chicago, but it's a great place to find electronic components: http://www.insiderpages.com/b/3634167340

This is a pretty great electronic parts retailer in Chicago, though I believe they only do mail-order business: http://www.newark.com/