Does the browser one uses increase their Internet speed?

Almost never. Browsers can change the rendering speed of a web page (different javascript engines etc) but they cannot change your bandwidth.

Some browsers support opening multiple connections at once to load a page faster, but this does not generally change your speed in a significant way.