 Penn 's 1994 version of the song became a commercial success worldwide . In the United Kingdom , it peaked at number three on the Singles Chart . The song also reached the top 20 in Austria and Switzerland , and the top 40 in the Netherlands and New Zealand . In the United States , the single also charted at number 58 on the Billboard Hot 100 chart and at number 42 on the Hot R & B Singles chart . Multiple recording artists have performed cover versions and sampled " You Don 't Love Me ( No , No , No ) " in their own works . Barbadian singer Rihanna remade the song for her debut studio album , Music of the Sun ( 2005 ) , and American entertainer Beyoncé performed the song on her I Am ... World Tour concert tour ( 2009 – 10 ) . 
