To be eligible means to have the right to participate, obtain or do something you wish to.
It is usually legally defined for important tasks such as job positions and voting.

Example:
For instance if you are denied admission to a nursing course due to your caste despite being eligible (of the right age, percentage and seats still being available), you can take the institution to court.