Stuart's Cape by Sara Pennypacker, illustrated by Martin Matje

From the back of the book:
Stuart's got problems...It's raining. He's bored. And worst of all, he's new in town. So he's got a lot to worry about. But what does a kid like Stuart need in order to have an adventure? A cape, of course!