Do Your Best, Shonen Giants

(from ebookjapan):
Jiro is an elementary school boy who loves baseball. A mysterious old man invites him to a rough temple in the forest, where he finds a baseball team of boys of the same age. This is the story of Jiro and the boys who lost their parents!