There's also Stardust Crusaders that first plays during the credits of Episode 2, before "Walk Like An Egyptian" took its place from Episode 3 onward. Luckily, it can be heard during certain episodes and let's just say that any time this theme starts playing, the scene it accompanies is definitely a Moment Of Awesome. Also appears to have cemented itself as the signature theme of part 3's JoJo, Jotaro Kujo and Star Platinum.
"Virtuous Pope", an uplifting, heroic tune which plays for Kakyoin's and Polnareff's times in the spotlight. When this plays, you just know that the tables are gonna be turned on the bad guys.
Setting Off. While it may feel a bit out of place for JoJo, it's nonetheless beautiful and calming.
And, from the second half of Stardust Crusaders, we have "Sono Chi no Kioku ~end of THE WORLD~", which features the bands behind all three of the previous openings. Awesome CG visuals, a rocking song and an ending of a triple ORAORAORA may make this the manliest opening in anime history.