Its also depends on whether the columns you are joining on are indexed.

Indexing and performance is a large topic in it's own right.

Too many indexes on a large table may slow down INSERT, UPDATE and DELETE whilst giving improvement to SELECT.

Where possible, I prefer JOINS from a readability point of view.