I am currently developing a website using this gantry template from rocket theme

demo.rockettheme.com/?template=ionosphere

After installing K2, the articles are in K2's default styling. How do get K2 articles to display like the templates original articles?

Many templates come with buitl in overrides. Go to your category settings and at the top right see if a layout for that tempate exists already and if so select it