He was aged around 80 years and hospitalised for a few days.
He breathed his last this evening, BJP MLA Bhawani Singh said.
Last rites will be performed tomorrow in Kota.
Goyal was the industry minister during Bhairon Singh Shekhwat government from 1993 to 1998.