Three coaches of a special tourist train went off the tracks near the northern hill town of Kalka, in Himachal Pradesh state.
The train was rounding a curve when the coaches derailed, said Neeraj Sharma, a railway official.
Two women, both British tourists, died instantly in the accident. Five other passengers were injured, Sharma said.
No other details were immediately available.