This is interesting in that it is techinically accurate - the difference between the groups was statistically not significant at p=0.06.
"A new diagnosis of cancer was confirmed in 109 participants, 45 (3.89%) in the vitamin D3 + calcium group and 64 (5.58%) in the placebo group (difference, 1.69% [95% CI, -0.06% to 3.46%]; P = .06)"
The key points is that cancer is that only 5% of people in the study got a new diagnosis of cancer in 4 years, which is a small percentage, and yet the p value was very close to significance.
Now, non-signifcant is non-significant, however it is unfortunately incredibly common for studies to report higher p valiues as a trend towards significant, a clinically significant change that almost reached statistical significance etc. That the authors adhered so strictly to the standards for significance in the case of vtiamin D, where so few do anymore in other studies, is curious.