About 13 per cent of them "valued" gluten-free food, meaning they regularly consumed these foods.
The researchers found that these participants were three times more likely to have an unhealthy concern over their weight and use unhealthy methods to control it including purging, smoking and taking diet pills.
However, there were some benefits to eating a gluten-free diet. Results showed that this group was more likely to eat breakfast daily and consume more fruits and vegetables.
"Eating gluten-free may be viewed as a 'socially acceptable way' to restrict intake that may not be beneficial for overall health," said lead investigator Dr Dianne Neumark-Sztainer, a professor of epidemiology and community health at the University of Minnesota.
In the last few years, grocery stores and supermarkets have become full of gluten-free products and many restaurants have taken to offering gluten-free options.
Gluten is a family of proteins found in grains like wheat, rye, spelt and barley.
Those who have cealiac disease - about 0.7 to one per cent of the US population - have a severe form of gluten intolerance.
The immune system attacks gluten and the lining of the gut when those with the disease consume it, causing nutrient deficiencies and digestive issues.
However, many believe switching to a gluten-free diet will help them boost energy, lose weight and feel healthier.
In 2015, gluten-free alternatives brought in $1.6 billion in sales, although the majority of the consumers were not gluten-free for medical purposes.
But scientists insist that those without a sensitivity to wheat will not receive any health benefits.
In fact, eating whole grains is linked to a reduced risk of coronary heart disease, diabetes, obesity, cancer and other chronic diseases.
Additionally, breads made with gluten-free flours are generally not fortified with vitamins, leading to a deficiency of B vitamins.
Dr Neumark-Sztainer advises that people should eat gluten-free only if they medically need to.
"Otherwise, a dietary pattern that includes a variety of foods, with a large emphasis on fruits, vegetables and whole grains, is recommended for optimal health," she said.