Difference in MySQL JOIN vs LEFT JOIN

No. When a type isn't specified, an INNER JOIN is used. To read up on differences; wikipedia

I thought that by not specifying a type of join it was assumed to be a LEFT JOIN. Is this not the case?

No, the default join is an INNER JOIN.

Here is a visual explanation of SQL joins.

Inner join

Left join