Yes, fingers smelling of food or rats 'trained' to expect food in hands near cages is often a common reason.
I made a firm rule to stop feeding mine through the bars a while back (about 5 years ago, now) when one had his nose in the corner of the cage sniffing away - looked so cute I couldn't resist going up and sniffing back - bang lil teeth go straight into the tip of my nose, I had to walk around with a bite cut on the end of my nose till it healed

And you can't say that noses smell of food. Well, maybe they do. Maybe my breath did?
It sounds like you've only had them a week or so? They could also be trying it on for dominance with you.
As I put in my thread just lately about my being bitten yesterday, and as haleyboo says, squeak or eep when they bite rather than nibble, because you're speaking their language. It's very effective. Once I did it after being bitten quite badly, and the rat actually apologised by lying on his back under my hand and not moving - the equivalent of saying, "OK, you're in charge, you can see now I'm not going to contest you for leadership." I was gobsmacked and wondered what the rattie for "it's OK, don't worry about it" was!
Another reason might be their sight.
Are they pink- or ruby-eyed? If you have bright light, that can prevent them from seeing you coming. They have pretty rubbish eyes at the best of times. Dim the lights if so. Also, I realised that talking to them as you approach isn't much use - your voice and your hand are in two different places, so it can confuse them if they're only relying on sound. You can click your fingernails back & forth (thumbnail to fingernail) as you approach, and this gives them warning.
Be patient, hold your ground, but most of all be brave - it does take guts to overcome the fear of having those sharp little teeth aiming for your poor little fingers, but it can be done. Good luck, Tiffany, and report back!