The children are eager to start the novel.
The children are eager to begin the novel.
Begin, when used as transitive verb, means "start, perform, or undergo the first part of an action or activity."
In "the children are eager to start reading the novel," start means "embark on a continuing action."
The meanings are quite similar. The main difference is that
Someone pointed out another difference - that