they are gorgeous i love rats their names are great,

I have just bought 2 new rats about 2 weeks ago after my last two sadly passed away but they arent very friendly yet and one nipped my fingers yesterday he didnt draw blood or hurt much but not sure how to get him tame now as he tries to do this everytime I put my hand in the cage now and the other one just freezes hes so scared?????