To answer quickly....
Make sure your in Active View.
Click on View>Current View>Define View>Modify>Filter>Advanced>Field
Then find the fields, condition and values to input:
Status equals Not Started
Status equals In Progress
This should hide tasks that aren't current.
Use the Help function to learn more about changing Views, modifying Views and using View Filters if necessary.