The rockers were playing the final UK date of their current tour when the Sweet Child O' Mine singer was forced to abandon his performance.
He was replaced by Skid Row star Sebastian Bach who covered vocals on Night Train and Paradise City.
A representative for Guns N' Roses was unable to confirm details of his illness.