You can totally put skinnier tires on there, but sometimes it looks a little weird. You don't have the same latitude with tire widths as you do with 700c.
If you are going thorough the trouble of swapping out the wheelset, consider moving to 700c. you have a wider range of tire choices and rims. Just make sure your brakes will reach.