NEW DELHI—On Tuesday, India's space agency will launch a spacecraft designed to boldly go where no Asian nation has gone before: Mars.

The mission, if successful, would be a technological leap that would propel India ahead of space rivals China and Japan in the field of interplanetary exploration.

It will take more than 10 months for India's...