Odisha got a chance to take the lead in the 26th minute when against the run of play Javi Hernandez forced Prabhsukhan Gill into a good save from a snapshot
It was a piece of individual brilliance from Nishu Kumar who sent a curling effort into the top right corner from just outside the box after Adrian Luna set him up beautifully.
Kerala doubled their lead five minutes to half-time, Luna involved again as he swung in a delectable corner for Khabra to head in
Odisha tried to up the ante in the second half but Gill was in top form as he pulled off a brilliant save to deny Jonathas Cristian after the hour-mark