rat behaviour

Hey guys I’m a first time rat owner and I just want my ratties to be chill with me and let me hold them. They are scared tucked away in their igloo bunched in a corner, I tried to pick them up a few times since getting them but don’t feel like it’s right, it feels kinda like I’m scaring them...