Below is a curated list of good books for Catholic children categorized based on age.
For 0-1 year old
Look and Tell Bible by Thomas Nelson (board book)
For 1-3
Aesop Fables
God’s Alphabets
Children’s Catechism Illustrated
For 3-5
First Communion Catechism