It was one of hundreds of attacks in the British capital every year that have prompted government intervention and left the city's police force asking the public for help to tackle the crime wave.
Hussain recalled feeling "burning on my face" during the robbery in Hackney.
"If they want to take my bike, there are a lot of weapons... why (have) they got to choose the weapon of acid?" he told AFP as he returned to the spot where the attack happened.
The number of assaults is increasing rapidly.
The British capital saw 454 acid attacks reported last year, up from 261 in 2015 and 166 the year before.
Hussain suffers from chest problems after swallowing water which he believes contained traces of the acid, although his helmet protected much of his face and he has no visible scars.
A pizza delivery driver attacked in north-east London last month was not so lucky, left in a critical condition after being sprayed with acid while his helmet visor was up.
Jaf Shah, head of the London-based Acid Survivors Trust International, said victims were "incredibly strong, resilient and courageous individuals".
"Because when you take into account the devastation of such an attack, it requires an enormous amount of strength to go through and recover," he told AFP.
Shah blamed the increase in attacks on a lack of regulation to stop people buying acid, although he noted the recent cases have "concentrated the minds of government officials".
Home Secretary Amber Rudd announced new proposals in October to force people carrying acid to prove they have a legitimate reason, taking the same approach used to tackle knife violence where possession of the weapon alone is criminalised.
Rudd also plans to require people buying high-concentrate sulphuric acid -- such as drain cleaner -- to apply for a Home Office licence.
MP Stephen Timms called for the changes in parliament in July, after his east London constituency of East Ham suffered a spate of attacks.
"What we cannot do is allow a situation where people feel scared to walk around the streets," he told AFP in his local library.
"And that's the position we were getting into after that attack on the two cousins, people just thought it wasn't safe to walk up and down the road anymore."
'Melted their skin'
With many offenders in their teens or early 20s, East Ham's borough of Newham in east London has preempted new legislation by asking shopkeepers to challenge young people buying acid and refuse sales if they are suspicious of customers' intentions.
"The response in Newham has been really positive... Shopkeepers are actually very happy to be involved in addressing this problem," said Timms.
While police have had some success in confiscating acid on the streets, Hackney's borough commander Simon Laurence appealed to parents, teachers and social workers to ask young people what they're carrying in plastic bottles.
"What's in it? Why are they carrying it? Because the police can't stop this alone, and we need the help of the community," he told AFP outside Mangle nightclub in east London, where 22 people were injured in April with a substance the same strength as hydrochloric acid.
"It melted their skin, and they would have been in horrendous pain. Some of those victims will have life-changing injuries that they will be reminded of every day," Laurence said, after a 25-year-old man was convicted over the attack.
London police carry acid response kits to treat victims and Laurence said the force wanted to be able to test substances on the streets.
"The bit we've got to be able to get better at is identifying what's in the bottle when someone's carrying it -- and to stop people thinking they're able to use it to cause such horrendous injuries."
Fearful of returning to work, Hussain thinks more still needs to be done to make people realise the devastating impact of such a weapon.
"Why (do) they use the acid to destroy somebody's face, and destroy somebody's life?" he asked.
(Except for the headline, this story has not been edited by NDTV staff and is published from a syndicated feed.)
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