Spring has a rather fine RestTemplate class which acts as a REST-style client. Great if you already use Spring, but probably a bit of a bulky library if you don't.
Note: this seems to be a genuine REST client, not just watered-down RPC-over-HTTP which is what passes for REST in most cases.