You will have to remove the eggs for two reasons:
1--she'll eat them
2--you need to get water current over them, usually done by the female
If the male is not sexually mature, then the eggs are not fertilized and the female is eating them. Perfectly normal--she put in lots of energy to produce the eggs, so she should get to eat them if they are not viable.