What are the various ways of making a tab (say Leads) hidden for any profile?

Answer: Make it ‘Tab Hidden’ at profile level. (Other options are ‘Default On’ and ‘Default Off’).

Explanation:
Remove Read access on Leads at the profile level. The tab automatically becomes hidden for that profile.