You need to place a hidden field tag before each checkbox with an empty value, for example:
<%= hidden_field_tag :basketball, '' %>
<%= check_box_tag :basketball, checked = true %> Basketball</br></br>
Then the form is aware it needs to populate that field with an empty value if nothing is selected.