Little Boy with a Big Horn by Jack Bechdolt, illustrated by Dan Yaccarino

From chapters.ca:
Poor Ollie! All he wants is to practice playing his big bass horn, but his family can't take the noise. So off Ollie goes in a rowboat to practice offshore. That's when he realizes that the bell buoy has drifted away - and the fog is getting thick.