3 weeks seems awfully young to let her cry it out.

She's still brand new in this world and she needs to feel safe and loved. I'm not sure that leaving her to cry in her crib is going to do anything positive at 3 weeks of age.
Have you tried Mylicon gas relief drops? She could have an upset stomach.
This will most likely pass. A lot of babies go through this.