You need curs_set(0)
To quote the man page:
The curs_set routine sets the cursor state to invisible, normal, or very visible for visibility equal to 0, 1, or 2 respectively. If the terminal supports the visibility requested, the previous cursor state is returned; otherwise, ERR is returned.