There are a couple of instances that could lead you to believe he has preferences for certain artists, but nothing definitive is mentioned.
For example, in "Diary of a Wimpy Kid: The Last Straw", Rowley mentions he likes "the new Fall Out Boy song", but we don't know if that makes them his absolute favorite.
Ultimately, Jeff Kinney leaves Rowley's musical taste open to interpretation!