Change application to be launched using Voice Action
I believe if you uninstall the Last.fm app, then use the Voice Action "Listen to..", a pop up should show asking which of the default players listed here, will show up and be used.

If however, you'd prefer the default in-built player to play, use Listen To or the app Choice Dialer, available in both free and paid versions in the market.