1. Make sure you have the latest update to the Android Google search app installed.
2.In the Google search app, long-press on any search term you want to delete.
3. Press the "Yes" button to remove the term from your search history.
It is better to use google with the google app rather than going with the chrome or any other browser you use.
Hope you get what you want.