Finnish rock band The 4 Faces recorded a cover of the song as a B-side to their single ”Best Of Both Worlds” in 2002.

The single features Hanoi Rocks members Andy McCoy (on guitar) and Michael Monroe (on backing vocals and as co-producer).

[1] Finnish rock band HIM recorded and released a cover of the song as a B-side to their hit single "Wings of a Butterfly" in 2005.

P. Paul Fenech, lead singer of the psychobilly band the Meteors, covered the song on his solo album The "F" Word in 2006.

Blondie performed acoustic versions of "Poison Heart" and "I Wanna Be Your Boyfriend" at their October 14, 2006, show at CBGB's.