Do Buddhists have sacred scripture to read? Christians have The Holy Bible, Muslims have The Noble Quran, Hindus have Bhagavad Gita and many more.

Do Buddhists have sacred scripture(s) to read?
Basically the answer is YES, OF COURSE.

The oldest completely available set of scriptures is the Pali canon, the so called tipiṭaka or "three-basket". It contains the vinaya-piṭaka on the rules of monkish life, the sutta-piṭaka which contains by and large the words of the Buddha as collected by disciples and fixed on a number of councils, and last but not least the abhidhamma-piṭaka, which is hardest to translate or explain in just a word. Maybe "basket of systematics" for a start.

In different schools, vehicles, sects of Buddhism there are also different canons current, some of these schools have perished and so parts or most parts of their canons are lost. As pointed out here, there are basically three different canons: What are the major sects of Buddhism?

But when I read your question, I was not hundred percent sure, whether it also somewhat refers to these scriptures being considered as "holy words". If yes, I guess this would be a matter of discussion and elaboration, but the words of the Buddha (sutta-piṭaka) are if I dare say, at the very least auspicious to be heard and read.