Ashok Kumar and Jyoti, aged about 18, arrived at the state run tourist complex last night and booked a room, police said.
A hotel attendant spotted their bodies inside the room this morning, they said.
In the suicide note, the duo did not blame anyone for the suicide, according to police.
After the post mortem, the bodies were handed over to the family members.