I'm very happy with a pair of Philips noise canceling headphones that I purchased for $60 a couple of years ago. They work best for drowning out air conditioning and fan noise, but since they're full size, they make everything quieter even without the noise cancellation activated.
I work in an open plan office and people often have to yell or throw things at me to get my attention.