Real Easy, Put your cursor on the link on the page, then in the Properties Palette, just under the link you will see a drop down list named Target. Set that to _blank and you are all set.
You will find that the Target dropdown menu is in a different place in the Properties Palette if you are working with an image that has a link attached to it, but same _blank will do the trick.