If they haven't been handled or socialized much or came from a large rodent producer they might be quite skittish at first. Just let them settle in, feed them well and entice them with special treats. Rats are very food driven and will pretty much do anything to get to a favoried goodie.

Also if this other store allows kids and such to bang on the rat tanks, well that can make any rat go a bit spastic.