Borrowed from Japanese トヨタ (Toyota), from the name of the Toyoda family. The spelling was changed to Toyota because of a belief that it sounded better, or because トヨタ takes eight strokes to write, and 8 is considered lucky.
Practice speaking and memorizing "Toyota" and many other words and sentences in English.