sbrower nailed it.
A handy guide to audio laws in all 50 states can be found at:
http://www.rcfp.org/taping/. The links on the left of the page have valuable content of the exact state statutes and eavesdropping/wiretapping cases.
Federal law is USC Title 18, Ch 119, Sec 2510-2513.