It was announced last month that at least 30 categories would be cut.
The musicians, who argue the changes were made without consulting Academy members, have delivered a letter of protest to the Recording Academy.
But president of the musical organisation, Neil Portnow said a members committee had been consulted.
The musicians are calling for the categories to be reinstated, saying the reductions unfairly target ethnic music.
